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ORCIDACL 2026: San Diego, California, USA
- Maria Liakata, Viviane P. Moreira, Jiajun Zhang, David Jurgens:
Findings of the Association for Computational Linguistics, ACL 2026, San Diego, California, United States, July 2-7, 2026. Association for Computational Linguistics 2026, ISBN 979-8-89176-395-1 - Frontmatter.
- Suhyune Son, Jungwoo Lim, Myunghoon Kang, Seongtae Hong, Yuna Hur, Evelyn Hayoon Zi, Heuiseok Lim:
I Don't Need Solution. I Need Emotional Support : Empathetic LLMs based on Emotional Validation. 1-26 - Greg Buda, Ignacio J. Tripodi, Kelly L. Zuromski, Margaret Meagher, Elizabeth A. Olson:
Extraction of Texters' Explicit Emotion Expressions in Crisis Conversations. 27-44 - Alexander Martin, Reno Kriz, William Gantt Walden, Kate Sanders, Hannah Recknor, Eugene Yang, Francis Ferraro, Benjamin Van Durme:
WikiVideo: Article Generation from Multiple Videos. 45-70 - Feng Gu, Zongxia Li, Carlos Rafael Colon, Benjamin Evans, Ishani Mondal, Jordan Lee Boyd-Graber:
Large Language Models Are Effective Human Annotation Assistants, But Not Good Independent Annotators. 71-89 - Meishu Peng, Ziyue Zhang, Yi Zhang, Pengyang Wang, Zixuan Yuan, Denghui Zhang:
Accelerating LLM Fine-Tuning via Embedding Knowledge Transfer. 90-107 - Meifang Chen, Zhe Yang, Huang Nianchen, Yizhan Huang, Yichen Li, Zihan Li, Michael R. Lyu:
Understanding Secret Leakage Risks in Code LLMs: A Tokenization Perspective. 108-119 - Yaobin Ling, Xiaoqian Jiang, Yejin Kim:
MALLM-GAN: Multi-Agent Large Language Model as Generative Adversarial Network for Synthesizing Tabular Data. 120-136 - Zheyu Fan, Jiateng Liu, Yuji Zhang, Zihan Wang, Yi R. Fung, Manling Li, Heng Ji:
EMCompress: Video-LLMs with Endomorphic Multimodal Compression. 137-162 - Mingqi Li, Karan Aggarwal, Yong Xie, Aitzaz Ahmad, Stephen Lau:
Learning from Contrastive Prompts: An Automated Prompt Optimization Framework. 163-188 - Qian Ma, Sarah Rajtmajer:
Private Seeds, Public LLMs: Realistic and Privacy-Preserving Synthetic Data Generation. 189-210 - Mengjie Deng, Guanting Dong, Zhicheng Dou:
ToolScope: An Agentic Framework for Vision-Guided and Long-Horizon Tool Use. 211-225 - Ziqi Huang, Ning Yu, Gordon Chen, Haonan Qiu, Paul Debevec, Ziwei Liu:
VChain: Chain-of-Visual-Thought for Reasoning in Video Generation. 226-250 - Nuo Chen, Yicheng Tong, Yuzhe Yang, Yufei He, Xueyi Zhang, Qingyun Zou, Qian Wang, Bingsheng He:
Diversity Collapse in Multi-Agent LLM Systems: Structural Coupling and Collective Failure in Open-Ended Idea Generation. 251-306 - Sai Suresh Macharla Vasu, Ivaxi Sheth, Hui-Po Wang, Ruta Binkyte, Mario Fritz:
Justice in Judgment: Unveiling (Hidden) Bias in LLM-assisted Peer Reviews. 307-330 - Lukas Twist, Jie M. Zhang, Mark Harman, Don Syme, Joost Noppen, Helen Yannakoudakis, Detlef D. Nauck:
A Study of LLMs' Preferences for Libraries and Programming Languages. 331-351 - Shijie Zhou, Jihyung Kil, Ming Li, Jiuxiang Gu, Curtis Wigington, Rajiv Jain, Changyou Chen, Ruiyi Zhang:
Unveiling Inherent Visual Grounding in Multimodal LLMs for Text-Rich Images. 352-370 - Ilyes Oukid, Bilal Faye, Hanane Azzag, Mustapha Lebbah, Said Yacine Boulahia:
PUMA: Projected Universal Multilingual ASR for Low-Resource Settings. Application to Diverse African Languages. 371-382 - Xinyu Huang, Yuhao Dong, Weiwei Tian, Bo Li, Rui Feng, Ziwei Liu:
MGPO: Thinking with Images via Multi-Turn Grounding-Based Reinforcement Learning. 383-399 - William Gantt Walden, Kathryn Ricci, Miriam Wanner, Zhengping Jiang, Chandler May, Rongkun Zhou, Benjamin Van Durme:
How Grounded is Wikipedia? A Study on Structured Evidential Support and Retrieval. 400-420 - Yuan Xin, Dingfan Chen, Linyi Yang, Michael Backes, Xiao Zhang:
Jailbreaking Attacks vs. Content Safety Filters: How Far Are We in the LLM Safety Arms Race? 421-445 - Litu Ou, Kuan Li, Huifeng Yin, Liwen Zhang, Zhongwang Zhang, Xixi Wu, Rui Ye, Zile Qiao, Yong Jiang, Pengjun Xie, Fei Huang, Jingren Zhou:
BrowseConf: Confidence-Guided Test-Time Scaling for Web Agents. 446-465 - Yiming Zeng, Jinghan Cao, Zexin Li, Wanhao Yu, Zhankai Ye, Dawei Xiang, Ting Hua, Xin Liu, Shangqian Gao, Tingting Yu:
HyperEdit: Unlocking Instruction-based Text Editing in LLMs via Hypernetworks. 466-480 - Po-Chun Chen, Hen-Hsen Huang, Hsin-Hsi Chen:
Strategy-Induct: Task-Level Strategy Induction for Instruction Generation. 481-504 - David Beauchemin, Yan Tremblay, Mohamed Amine Youssef, Richard Khoury:
Idiom Understanding as a Tool to Measure the Dialect Gap. 505-522 - Jingyu Peng, Maolin Wang, Nan Wang, Jiatong Li, Yuchen Li, Yuyang Ye, Wanyu Wang, Pengyue Jia, Kai Zhang, Xiangyu Zhao:
Logic Jailbreak: Efficiently Unlocking LLM Safety Restrictions Through Formal Logical Expression. 523-543 - Sungnyun Kim, Kangwook Jang, Sungwoo Cho, Joon Son Chung, Hoirin Kim, Se-Young Yun:
Two Heads Are Better Than One: Audio-Visual Speech Error Correction with Dual Hypotheses. 544-564 - Teng Wang, Zhangyi Jiang, Zhenqi He, Hailei Gong, Shenyang Tong, Wenhan Yang, Zeyu Li, Yanan Zheng, Zifan He, Zewen Ye, Shengjie Ma, Jianping Zhang:
Towards Hierarchical Multi-Step Reward Models for Enhanced Reasoning in Large Language Models. 565-576 - Longteng Guo, Xuanxu Lin, Dongze Hao, Tongtian Yue, Pengkang Huo, Jiatong Ma, Yuchen Liu, Jing Liu:
SciVQR: A Multidisciplinary Multimodal Benchmark for Advanced Scientific Reasoning Evaluation. 577-601 - Farah Adeeba, Brian Dillon, Hassan Sajjad, Rajesh Bhatt:
UrBLiMP: A Benchmark for Evaluating the Linguistic Competence of Large Language Models in Urdu. 602-617 - Aashish Anantha Ramakrishnan, Sharon X. Huang, Dongwon Lee:
ANCHOR: LLM-driven Subject Conditioning for Text-to-Image Synthesis. 618-638 - Cristina Garbacea, Heran Wang, Chenhao Tan:
Personalized Benchmarking: Evaluating LLMs by Individual Preferences. 639-675 - Alisa Kanganis, Katherine A. Keith:
Op-Fed: Opinion, Stance, and Monetary Policy Annotations on FOMC Transcripts Using Active Learning. 676-699 - Yufeng Zhang, Xuepeng Wang, Lingxiang Wu, Jinqiao Wang:
C³D: Enhancing LLM Reasoning via Confidence-Guided Contrastive Decoding. 700-712 - Chi Seng Cheang, Hou Pong Chan, Wenxuan Zhang, Yang Deng:
Do LLMs Really Know What They Don't Know? Internal States Mainly Reflect Knowledge Recall Rather Than Truthfulness. 713-730 - Joosung Lee, Cheonbok Park, Hwiyeol Jo, Jeonghoon Kim, Joonsuk Park, Kang Min Yoo:
Enhancing Hallucination Detection via Future Context. 731-749 - Haodi Zhang, Xinrui Zhu, Mingze Kong, Zhidan Liu, Tao Fan, Kaishun Wu, Yuanfeng Song:
MTO: A Multi-turn Conversational Text-to-OverpassQL Dataset for Enhanced OpenStreetMap Query Generation. 750-771 - Haoran Sun, Zekun Zhang, Shaoning Zeng:
A Dual-Phase Self-Evolution Framework for Large Language Models. 772-782 - Haoran Sun, Zekun Zhang, Shaoning Zeng:
Preference-Aware Memory Update for Long-Term LLM Agents. 783-793 - Shenran Wang, Timothy Tin-Long Tse, Jian Zhu:
Understanding In-Context Learning Beyond Transformers: An Investigation of State Space and Hybrid Architectures. 794-820 - Kairong Han, Nuanqiao Shan, Ziyu Zhao, Zijing Hu, Xinpeng Dong, Ye Jun Jian, Lujia Pan, Fei Wu, Kun Kuang:
C²DLM: Causal Concept-Guided Diffusion Large Language Models. 821-838 - Minh-Tien Nguyen, Huu-Loi Le, Manh-Cuong Phan, Hajime Hotta:
CMTD: Cognitive Modeling with Traits and Distortions for Multimodal Emotion Recognition in Conversations. 839-854 - Israel Abebe Azime, Tadesse Destaw Belay, Dietrich Klakow, Philipp Slusallek, Anshuman Chhabra:
Bridging the Culture Gap: A Framework for LLM-Driven Socio-Cultural Localization of Math Word Problems in Low-Resource Languages. 855-870 - Ofir Arviv, Kristjan Greenewald, Yotam Perlitz, Hadar Mulian, Michal Shmueli-Scheuer, Leshem Choshen:
Stop Guessing When to Stop Testing: Efficient Model Evaluation with Just Enough Data. 871-881 - Lianghao Xia, Chao Huang:
AnyGraph: Graph Foundation Model in the Wild. 882-896 - Biao Wu, Yiwu Zhong, Meng Fang, Ling Chen:
DOSE: Data Selection for Multi-Modal LLMs via Off-the-Shelf Models. 897-911 - Hongyi Cai, Yuqian Fu, Hongming Fu, Bo Zhao:
MergeIT: From Selection to Merging for Efficient Instruction Tuning. 912-923 - Liv G. d'Aliberti, Manoel Horta Ribeiro:
The Illusion of Insight in Reasoning Models. 924-966 - Rei Taniguchi, Yuyang Dong, Makoto Onizuka, Chuan Xiao:
Adaptive Layer Selection for Layer-Wise Token Pruning in LLM Inference. 967-986 - Sahar Admoni, Ofra Amir, Assaf Hallak, Yftah Ziser:
Aligning What LLMs Do and Say: Towards Self-Consistent Explanations. 987-1003 - Arushi Rai, Qiang Zhang, Hanqing Zeng, Yunkai Zhang, Dipesh Tamboli, Xiangjun Fan, Zhuokai Zhao, Lizhu Zhang:
TARo: Token-level Adaptive Routing for LLM Test-time Alignment. 1004-1025 - Xianming Li, Aamir Shakir, Rui Huang, Julius Lipp, Benjamin Clavié, Jing Li:
ProRank: Prompt Warmup via Reinforcement Learning for Small Language Models Reranking. 1026-1037 - Zhucong Li, Powei Chang, Jin Xiao, Zhijian Zhou, Qianyu He, Jiaqing Liang, Fenglei Cao, Yinghui Xu, Yuan Qi:
ChemAmp: Amplified Chemistry Tools via Composable Agents. 1038-1053 - Jianfeng Cai, Jinhua Zhu, Ruopei Sun, Kangwen Zhao, Dongyun Xue, Mingxiao Feng, Wengang Zhou, Houqiang Li:
CodeContests-O: Powering LLMs via Feedback-Driven Iterative Test Case Generation. 1054-1072 - Juyeon Kim, Geon Lee, Dongwon Choi, Taeuk Kim, Kijung Shin:
Hybrid-Vector Retrieval for Visually Rich Documents: Combining Single-Vector Efficiency and Multi-Vector Accuracy. 1073-1089 - Zongliang Han, Wenyu Guo, Guoqing Jin, Yang Liu, Fan Li, Dong Yu, Yan Song, Fengzhen Zhang:
Multi-Scale Spectral Selection and Entropy-Guided Uncertainty Fusion for Multimodal Rumor Detection. 1090-1100 - Zongliang Han, Wenyu Guo, Guoqing Jin, Yang Liu, Yan Song, Dong Yu, Wang Min:
Covariance Matrix-Driven Image Channel Allocation for Multimodal Fake News Detection. 1101-1115 - Jingjie Zeng, Huayang Li, Liang Yang, Shaowu Zhang, Yuanyuan Sun, Hongfei Lin:
Mechanistic Insights into Deferred Semantic Drift in LLMs. 1116-1137 - Fan Xu, Huixuan Zhang, Zhenliang Zhang, Jiahao Wang, Xiaojun Wan:
JointCQ: Improving Factual Hallucination Detection with Joint Claim and Query Generation. 1138-1159 - Yi-Cheng Lin, Yu-Hsuan Li Liang, Hsuan Su, Tzu-Quan Lin, Shang-Tse Chen, Yun-Nung Chen, Hung-yi Lee:
Pseudo2Real: Task Arithmetic for Pseudo-Label Correction in Automatic Speech Recognition. 1160-1175 - Xin Xie, Dongyun Xue, Wuguannan Yao, Mingxiao Feng, Wengang Zhou, Xiang Qi, Houqiang Li, Peng Zhang:
SGA-MCTS: Decoupling Planning from Execution via Training-Free Atomic Experience Retrieval. 1176-1193 - Yulin Chen, Haoran Li, Yuan Sui, Yue Liu, Yufei He, Xiaoling Bai, Chi Fei, Li Yabo, Haozhe Ma, Yangqiu Song, Bryan Hooi:
Robustness via Referencing: Defending against Prompt Injection Attacks by Referencing the Executed Instruction. 1194-1215 - Junki Mori, Kazuya Kakizaki, Taiki Miyagawa, Jun Sakuma:
Differentially Private Synthetic Text Generation for Retrieval-Augmented Generation (RAG). 1216-1235 - Sitong Fang, Wenjing Cao, Jiahao Li, Xuyao Wang, Chi-Min Chan, Sirui Han, Juntao Dai, Yike Guo, Yaodong Yang, Jiaming Ji:
When Slower Isn't Truer: Inverse Scaling Law of Truthfulness in Multimodal Reasoning. 1236-1263 - Iddo Yosha, Gallil Maimon, Yossi Adi:
StressTest: Can YOUR Speech LM Handle the Stress? 1264-1285 - Longfei Zuo, Barbara Plank, Siyao Peng:
EVADE: LLM-Based Explanation Generation and Validation for Error Detection in NLI. 1286-1300 - Qijie You, Wenkai Yu, Hao Liang, Zhen Hao Wong, Wentao Zhang:
AgenticRAGTracer: A Hop-Aware Benchmark for Diagnosing Multi-Step Retrieval Reasoning in Agentic RAG. 1301-1335 - Kaitlyn Zhou, Kristina Gligoric, Myra Cheng, Michelle S. Lam, Vyoma Raman, Boluwatife Aminu, Caeley Woo, Michael Brockman, Hannah Cha, Dan Jurafsky:
Attention to Non-Adopters. 1336-1366 - Md. Faiyaz Abdullah Sayeedi, Subhey Sadi Rahman, Md. Mahbub Alam, Md. Adnanul Islam, Jannatul Ferdous Deepti, Tasnim Mohiuddin, Md Mofijul Islam, Swakkhar Shatabda:
Ready to Translate, Not to Represent? Bias and Performance Gaps in Multilingual LLMs Across Language Families and Domains. 1367-1391 - Wenhao You, Xingjian Diao, Wenjun Huang, Chunhui Zhang, Keyi Kong, Weiyi Wu, Chiyu Ma, Zhongyu Ouyang, Tingxuan Wu, Ming Cheng, Soroush Vosoughi, Jiang Gui:
Music Audio-Visual Question Answering Requires Specialized Multimodal Designs. 1392-1426 - Fawad Javed Fateh, Umer Ahmed, Hamza Khan, M. Zeeshan Zia, Quoc-Huy Tran:
TemporalVLM: Video LLMs for Temporal Reasoning in Long Videos. 1427-1447 - Shuliang Liu, Zhipeng Xu, Zhenghao Liu, Yukun Yan, Minghe Yu, Yu Gu, Chong Chen, Huiyuan Xie, Ge Yu:
Mitigating Judgment Preference Bias in Large Language Models through Group-Based Polling. 1448-1464 - Zhuoyang Wu, Xinze Li, Zhenghao Liu, Yukun Yan, Zhiyuan Liu, Minghe Yu, Cheng Yang, Yu Gu, Ge Yu, Maosong Sun:
Enhancing Long-Chain Reasoning Distillation through Error-Aware Self-Reflection. 1465-1482 - Xiaobin Shen, Zhongqing Wang, Shichen Li, Chu-Ren Huang, Guodong Zhou:
New Compendium of a Myriad of Plants: A New Dataset Describing Ancient Chinese Plants. 1483-1498 - Jiaqi Chen, Yanzhe Zhang, Yutong Zhang, Yijia Shao, Diyi Yang:
Generative Interfaces for Language Models. 1499-1519 - Sicheng Lyu, Yu Gu, Xinyu Wang, Jerry Huang, Sitao Luan, Yufei Cui, Xiao-Wen Chang, Peng Lu:
EvoEdit: Evolving Null-space Alignment for Robust and Efficient Knowledge Editing. 1520-1540 - Jikai Wang, Juntao Li, Jianye Hou, Yan Bowen, Lijun Wu, Min Zhang:
Efficient Reasoning for LLMs through Speculative Chain-of-Thought. 1541-1553 - Haoran Tan, Zeyu Zhang, Chen Ma, Tianze Liu, Quanyu Dai, Xu Chen:
From Coarse to Fine: Self-Adaptive Hierarchical Planning for LLM Agents. 1554-1569 - Jingwen Deng, Jihao Huang, Zhen Hao Wong, Hao Liang, Quanqing Xu, Bin Cui, Wentao Zhang:
Data-Centric Perspectives on Agentic Retrieval-Augmented Generation: A Survey. 1570-1588 - Jiacheng Li, Jianchao Tan, Zhidong Yang, Pingwei Sun, Feiye Huo, Jiayu Qin, Xiangyu Zhang, Maoxin He, Guangming Tan, Weile Jia, Xunliang Cai, Tong Zhao:
WISCA: A Lightweight Model Transition Method to Improve LLM Training via Weight Scaling. 1589-1601 - Svetlana Churina, Akshat Gupta, Nur Insyirah Binte Imam Mujtahid, Kokil Jaidka:
Disentangling Codemixing in Chats: The NUS ABC Codemixed Corpus. 1602-1624 - Soyeong Jeong, Taehee Jung, Sung Ju Hwang, Joo-Kyung Kim, Dongyeop Kang:
When Thoughts Meet Facts: Reusable Reasoning for Long-Context LMs. 1625-1646 - Baode Wang, Biao Wu, Weizhen Li, Meng Fang, Zuming Huang, Jun Huang, Yanjie Liang, Haozhe Wang, Ling Chen, Wei Chu, Yuan Qi:
Infinity-Parser: Layout-Aware Reinforcement Learning with High-quality Document Parsing Dataset. 1647-1667 - Xin-Yu Xiao, Ye Tian, Erwei Yin, Zhixian He, Shiqi Wang, Yalei Liu, Qianchen Xia:
Lunar-Bench: Towards Evaluating Task-Oriented Reasoning of LLMs in Lunar Exploration Scenarios. 1668-1705 - Yupeng Chang, Yuan Wu, Yi Chang:
BV-Blend: Uncertainty-Weighted Historical Baselines for Stable Critic-Free RL with Verifiable Rewards. 1706-1725 - Kaustubh Shivshankar Shejole, Pushpak Bhattacharyya:
Rethinking Research on Stereotypes: An Analysis through Social Psychological and Computational Perspectives. 1726-1747 - Zheyuan Liu, Liqiang Xiao, Yang Li, Hyokun Yun, Lihong Li, Chao Zhang, Meng Jiang:
Do LLMs Catch Their Own Mistakes? A Comprehensive Benchmark for Reflective Tool Use LLMs. 1748-1773 - Yongqi Li, Hao Lang, Fei Huang, Tieyun Qian, Yongbin Li:
Understanding Generalization in Role-Playing Models via Information Theory. 1774-1809 - Chengguang Gan, Sunbowen Lee, Qingyu Yin, Yunhao Liang, Xinyang He, Hanjun Wei, Younghun Lim, Shijian Wang, Hexiang Huang, Qinghao Zhang, Shiwen Ni, Tatsunori Mori:
A Multilingual Dataset and Empirical Validation for the Mutual Reinforcement Effect in Information Extraction. 1810-1829 - Yingxu Wang, Jiaxin Huang, Mengzhu Wang, Nan Yin:
TRACE: An Experiential Framework for Coherent Multi-hop Knowledge Graph Question Answering. 1830-1851 - Zhongbin Guo, Zhen Yang, Yushan Li, Xinyue Zhang, Wenyu Gao, Jiacheng Wang, Chengzhi Li, Xiangrui Liu, Ping Jian:
Can LLMs See Without Pixels? Benchmarking Spatial Intelligence from Textual Descriptions. 1852-1897 - Junhao Hu, Fangze Li, Mingtao Xu, Feifan Meng, Shiju Zhao, Tiancheng Hu, Ting Peng, Anmin Liu, Wenrui Huang, Chenxu Liu, Ziyue Hua, Tao Xie:
Lil: Less is Less When Applying Post-Training Sparse-Attention Algorithms in Long-Decode Stage. 1898-1912 - Chenhao Li, Dandan Song, Changzhi Zhou, Jun Yang, Yuhang Tian, Huipeng Ma, Guangyuan Feng, Luan Zhang, Xudong Li, Ke Duan:
Static Models, Dynamic World: A Unified Perspective on Temporal Perception in Large Language Models. 1913-1932 - Daniel Agyei Asante, Md Mokarram Chowdhury, Yang Li:
Decomposed Trust: Privacy, Adversarial Robustness, Ethics, and Fairness in Low-Rank LLMs. 1933-1952 - Canhui Wu, Qiong Cao, Chang Li, Zhenfang Wang, Chao Xue, Yuwei Fan, Wei Xi, Xiaodong He:
Beyond Token Length: Step Pruner for Efficient and Accurate Reasoning in Large Language Models. 1953-1974 - Kaixuan Fan, Kaituo Feng, Manyuan Zhang, Tianshuo Peng, Zhixun Li, Yilei Jiang, Shuang Chen, Xiangyu Yue:
Exploring Reasoning Reward Model for Agents. 1975-1991 - Zheyuan Liu, Dongwhi Kim, Yixin Wan, Xiangchi Yuan, Zhaoxuan Tan, Fengran Mo, Meng Jiang:
MTMCS-Bench: Evaluating Contextual Safety of Multimodal Large Language Models in Multi-Turn Dialogues. 1992-2036 - Mingxu Zhang, Dazhong Shen, Qi Zhang, Ying Sun:
REAP: Towards Effective Training-Free Chemical Reasoning with Explicit Atomic Priors. 2037-2062 - Jiazheng Li, Emine Yilmaz, Bei Chen, Thu Le:
Towards Self-Improving Error Diagnosis in Multi-Agent Systems. 2063-2077 - Junjie Ye, Caishuang Huang, Zhuohan Chen, Wenjie Fu, Chenyuan Yang, Leyi Yang, Yilong Wu, Peng Wang, Meng Zhou, Xiaolong Yang, Tao Gui, Qi Zhang, Zhongchao Shi, Jianping Fan, Xuanjing Huang:
MulDimIF: A Multi-Dimensional Constraint Framework for Evaluating and Improving Instruction Following in Large Language Models. 2078-2104 - Leo Wang, Lihai Yang, Boyu Chen, Kerun Xu, Gongyi Zou, Bo Tang, Feiyu Xiong, Siheng Chen, Zhiyu Li:
Text2Mem: A Unified Memory Operation Language for Memory Operating System. 2105-2119 - Junlin Liu, Shengnan An, Shuang Zhou, Dan Ma, Yehao Lin, Xinxuan Lv, Xuanlin Wang, Xiaoyu Li, Ziwen Wang, Xuezhi Cao, Xunliang Cai:
AMO-Bench: Large Language Models Still Struggle in High School Math Competitions. 2120-2137 - Yuchen Li, Handing Wang, Bing Xue, Mengjie Zhang, Yaochu Jin:
Solver-Independent Automated Problem Formulation via LLMs for High-Cost Simulation-Driven Design. 2138-2153 - Jonas Wallat, Wolfgang Nejdl, Sandipan Sikdar:
When Facts Change: Temporal Knowledge Conflict Resolution in LLMs. 2154-2184 - SungHo Kim, Juhyeong Park, Eda Atalay, SangKeun Lee:
SCRIPT: A Subcharacter Compositional Representation Injection Module for Korean Pre-Trained Language Models. 2185-2213 - Mengwei Wang, Simin Niu, Xun Liang, Yuefeng Ma, Sensen Zhang, Jiawei Yang, Shichao Song, Hanyu Wang, Huayi Lai:
PibE-MPP: A Play-it-by-Ear Masking Performance Plug-in for LLMs. 2214-2225 - Huayi Lai, Shichao Song, Simin Niu, Hanyu Wang, Jiawei Yang, Zhouxing Wang, Zhiqiang Yin, Xun Liang:
RoleCDE: Benchmarking and Mitigating Role-Alignment Trade-offs in Role-Playing Agents. 2226-2248 - Han Bao, Penghao Zhang, Yue Huang, Zhengqing Yuan, Yanchi Ru, S. U. Rui, Yujun Zhou, Xiangqi Wang, Kehan Guo, Nitesh V. Chawla, Yanfang Ye, Xiangliang Zhang:
PolicyLLM: Towards Excellent Comprehension of Public Policy for Large Language Models. 2249-2274 - Bo Gao, Chang Liu, Yuyang Miao, Siyuan Ma, Ser-Nam Lim:
BOOKAGENT: Orchestrating Safety-Aware Visual Narratives via Multi-Agent Cognitive Calibration. 2275-2292 - Junjie Ye, Changhao Jiang, Zhengyin Du, Yufei Xu, Xuesong Yao, Zhiheng Xi, Xiaoran Fan, Qi Zhang, Tao Gui, Xuanjing Huang, Jiecao Chen:
Feedback-Driven Tool-Use Improvements in Large Language Models via Automated Build Environments. 2293-2323 - Giang Do, Hung Le, Truyen Tran:
Do Domain-specific Experts exist in MoE-based LLMs? 2324-2340 - Lei Yin, Wentao Cheng, Zhida Qin, Tianyu Huang, Yidong Li, Gangyi Ding:
AutoUE: Automated Generation of 3D Games in Unreal Engine via Multi-Agent Systems. 2341-2364 - Changhao Pan, Rui Yang, Han Wang, Zhuan Zhou, Xuming He, Wenxiang Guo, Ziyue Jiang, Ruiqi Li, Yu Zhang, Chenyuhao Wen, Ke Lei, Xiang Yin, Jingyu Lu, Zhiyuan Zhu, Zhou Zhao:
Comprehensive Benchmarking of Long-Form Speech Generation in Diverse Scenarios. 2365-2400 - Jinxiang Xie, Zihao Li, Wei He, Rui Ding, Shi Han, Dongmei Zhang:
CAST: Achieving Stable LLM-based Text Analysis for Data Analytics. 2401-2420 - Yifu Chen, Shengpeng Ji, Qian Chen, Tianle Liang, Yangzhuo Li, Ziqing Wang, Wen Wang, Jingyu Lu, Haoxiao Wang, Xueyi Pu, Fan Zhuo, Zhou Zhao:
WavAlign: Enhancing Intelligence and Expressiveness in Spoken Dialogue Models via Adaptive Hybrid Post-Training. 2421-2444 - Wenbin Hu, Huihao Jing, Haochen Shi, Changxuan Fan, Haoran Li, Yangqiu Song:
OmniCompliance-100K: A Multi-Domain, Rule-Grounded, Real-World Safety Compliance Dataset. 2445-2463 - Shu Yang, Jingyu Hu, Tong Li, Hanqi Yan, Wenxuan Wang, Di Wang:
AutoMonitor-Bench: Evaluating the Reliability of LLM-Based Misbehavior Monitor. 2464-2483 - Ziyan Wang, Yingpeng Du, Tianjun Wei, Haoyan Chua, Jieyi Bi, Jie Zhang, Zhu Sun:
Adaptive and Representative Multi-Interest Modeling for Recommendation with Large Language Model. 2484-2496 - Xuchen Li, Jing Chen, Xuzhao Li, Hao Liang, Xiaohuan Zhou, Taifeng Wang, Wentao Zhang:
MathMixup: Boosting LLM Mathematical Reasoning with Difficulty-Controllable Data Synthesis and Curriculum Learning. 2497-2513 - Xiaojie Gu, Ziying Huang, Weicong Hong, Jian Xie, Renze Lou, Kai Zhang:
The Model Agreed, But Didn't Learn: Diagnosing Surface Compliance in Large Language Models. 2514-2529 - Hongjin Qian, Siqi Bao, Zhao Cao, Zheng Liu:
AWARE: Agentic Knowledge Warehousing for Contextual Intelligence. 2530-2540 - Hwanjun Song:
Alignment Tuning for Large Language Models: A Data-Centric Lens on Alignment Data Pipelines. 2541-2561 - Hao An, Yibin Lou, Jiayi Guo, Yang Xu:
Purging the Gray Zone: Latent-Geometric Denoising for Precise Knowledge Boundary Awareness. 2562-2576 - Zhen Yang, Xinyue Zhang, Ping Jian, Chengzhi Li, Zhongbin Guo, Jiaping Feng, Wenpeng Lu:
Temporal Token Matters: Investigating and Interpreting the Consistency of Temporal Ordering in Large Language Models. 2577-2596 - Chia-Hsiang Kao, Wenting Zhao, Cheryl Lam, Aarush Umap, Shreelekha Revankar, Samuel Speas, Snehal Bhagat, Rajeev Datta, Cheng Perng Phoo, Utkarsh Mall, Carl Vondrick, Kavita Bala, Bharath Hariharan:
Towards LLM Agents for Earth Observation. 2597-2611 - Junyoung Koh, Jaeyun Lee, Soo Yong Kim, Gyu Hyeong Choi, Jung In Koh, Jordan Phillips, Yeonjin Lee, Min Song:
Jamendo-MT-QA: A Benchmark for Multi-Track Comparative Music Question Answering. 2612-2631 - Jipeng Qiang, Jiahao Zhu, Yi Zhu, Chaowei Zhang:
Chinese Live-Streaming E-Commerce Morph Resolution: Datasets and Methods. 2632-2645 - Hongjin Qian, Zhao Cao, Zheng Liu:
MemoBrain: Executive Memory as an Agentic Brain for Reasoning. 2646-2662 - Tian Lan Dianqing Lin, Jiang Li Jiali Zhu, Xu Liu Wei Chen, Xiangdong Su Aruukhan, Guanglai Gao Hongxu Hou:
Exploring the Capability Boundaries of LLMs in Mastering of Chinese Chouxiang Language. 2663-2687 - Mohammed Ali, Abdelrahman Abdallah, Amit Agarwal, Hitesh Laxmichand Patel, Adam Jatowt:
RECOR: Reasoning-focused Multi-turn Conversational Retrieval Benchmark. 2688-2723 - Bo Li, Shikun Zhang, Wei Ye:
Data Selection for Multi-turn Dialogue Instruction Tuning. 2724-2739 - Hui Sun, Yanfeng Ding, Huidong Ma, Chang Xu, Keyan Jin, Lizheng Zu, Cheng Zhong, Xiaoguang Liu, Gang Wang, Wentong Cai:
AgentGC: Evolutionary Learning-based Lossless Compression for Genomics Data with LLM-driven Multiple Agent. 2740-2757 - Hsiu-Yuan Huang, Chenming Tang, Weijie Liu, Clive Bai, Saiyong Yang, Yunfang Wu:
Think Outside the Policy: In-Context Steered Policy Optimization. 2758-2776 - Tianhe Zhang, Yonghong Deng, Ping Jian, Zhen Yang, Boyang Wang, Xinyue Zhang:
Where CoT Reasoning Commits: Entropy Traces Identify Interpretable Attention Heads. 2777-2795 - Qingyu Ren, Tianjun Pan, Xingzhou Chen, Xuhong Wang:
From Coarse to Fine: Benchmarking and Reward Modeling for Writing-Centric Generation Tasks. 2796-2810 - Zhenyang Cai, Jiaming Zhang, Junjie Zhao, Ziyi Zeng, Yanchao Li, Liang Jingyi, Junying Chen, Yunjin Yang, Jiajun You, Shuzhi Deng, Xieruiqiii, Yuanting Chen, Xiangyi Feng, Jianquan Li, Liangyi Chen, Junwen Wang, Shan Jiang, Benyou Wang:
DentalGPT: Incentivizing Multimodal Reasoning in Dentistry. 2811-2829 - Tianyu Dong, Yangyang Liu, Jiang Zhou, Xinwei Wu, Xiaohu Zhao, Hao Wang, Heng Liu, Linlong Xu, Longyue Wang, Weihua Luo, Shaolin Zhu, Deyi Xiong:
SARA: Unlocking Multilingual Knowledge in Mixture-of-Experts via Semantically Anchored Routing Alignment. 2830-2846 - Haolin Li, Shuyang Jiang, Ruipeng Zhang, Jiangchao Yao, Ya Zhang, Yanfeng Wang:
Eliciting Medical Reasoning with Knowledge-enhanced Data Synthesis: A Semi-Supervised Reinforcement Learning Approach. 2847-2870 - Sichun Luo, Yi Huang, Shichang Meng, Fengyuan Liu, Mukai Li, Qinghua Yao, Zefa Hu, Junlan Feng, Qi Liu:
AlphaQT-Bench: Diagnosing the Gap between Financial Code Generation and Quantitative Reasoning in LLMs. 2871-2886 - Lukas Stähelin, Veronika Solopova, Max Upravitelev, David Kaplan, Premtim Sahitaj, Ariana Sahitaj, Charlott Jakob, Sebastian Möller, Vera Schmitt:
Fine-tuning with Hierarchical Prompting for Robust Propaganda Classification Across Annotation Schemas. 2887-2902 - Zhenran Xu, Yiyu Wang, Yunxin Li, Muyang Ye, Xue Yang, Kai Chen, Longyue Wang, Weihua Luo, Baotian Hu, Min Zhang:
ComfyFlow: Benchmarking LLMs for AIGC Workflow Generation. 2903-2916 - Panuthep Tasawong, Jian Gang Ngui, Alham Fikri Aji, Trevor Cohn, Peerat Limkonchotiwat:
SEA-Guard: Culturally Grounded Multilingual Safeguard for Southeast Asia. 2917-2941 - Preet Baxi, Jiannan Xu, Jane Yi Jiang, Stefanus Jasin:
Prompt Injection in Automated Résumé Screening with Large Language Models: Single and Multi-Injection Settings. 2942-2953 - Ke Xu, Siyang Xiao, Ming Liang, Yichen Yu, Zhixiang Wang, Jingxuan Xu, Dajun Chen, Wei Jiang, Yong Li:
FuseSearch: Learning Adaptive Parallel Execution for Efficient Code Localization. 2954-2967 - Yao Xiao, Jung-jae Kim, Roy Ka-Wei Lee, Lidong Bing:
Revisiting Self-Play Preference Optimization: On the Role of Prompt Difficulty. 2968-2980 - Shiwei Hong, Lingyao Li, Ethan Z. Rong, Chenxinran Shen, Zhicong Lu:
Multi-Agent Comedy Club: Investigating Community Discussion Effects on LLM Humor Generation. 2981-2998 - Zhenran Xu, Yiyu Wang, Xue Yang, Longyue Wang, Weihua Luo, Kaifu Zhang, Baotian Hu, Min Zhang:
ComfyUI-R1: Exploring Reasoning Models for Workflow Generation. 2999-3013 - V. S. D. S. Mahesh Akavarapu, Michael Daniel, Gerhard Jäger:
Hard to Be Heard: Phoneme-Level ASR Analysis of Phonologically Complex, Low-Resource Endangered Languages. 3014-3028 - Weijia Li, K. E. Gao, Pengfei Chen, Jiajie Li, Xinyu Wang, Yiran Le, Yize Wu, Ling Li:
Beyond Surface-Level Pattern Trap: LLM Agents for Faster and Smarter Cross-Architecture Code Migration. 3029-3042 - Junhao Chen, Xiang Li, Yibin Xu, Yuehan Cui, Fangsheng Weng, Hao Zhao, Fei Ma, Qi Tian:
PairCoder: Pair Programming-Inspired Two-Agent Collaboration for Code Generation. 3043-3058 - Xinyu Zhang, Boxuan Zhang, Yuchen Wan, Lingling Zhang, YiXing Yao, Bifan Wei, Yaqiang Wu, Jun Liu:
OptiVerse: A Comprehensive Benchmark towards Optimization Problem Solving. 3059-3073 - Yakun Zhu, Zhongzhen Huang, Linjie Mu, Yutong Huang, Wei Nie, Jiaji Liu, Shaoting Zhang, Pengfei Liu, Xiaofan Zhang:
DiagnosisArena: Benchmarking Diagnostic Reasoning for Large Language Models. 3074-3098 - Weiquan Huang, Zixuan Wang, Hehai Lin, Sudong Wang, Bo Xu, Qian Li, Beier Zhu, Linyi Yang, Chengwei Qin:
AMA: Adaptive Memory via Multi-Agent Collaboration. 3099-3120 - Chenchen Yang, Kexin Huang, Liwei Fan, Qian Tu, Botian Jiang, Dong Zhang, Linqi Yin, Shimin Li, Zhaoye Fei, Qinyuan Cheng, Xipeng Qiu:
WESR: A Benchmark and Strong Baseline for Word-level Event-Speech Recognition. 3121-3134 - Guanting Luo, Noriki Nishida, Yuji Matsumoto, Yuki Arase:
Applicability Condition Extraction for Therapeutic Drug-Disease Relations. 3135-3148 - Jiawei Shen, Jia Zhu, Hanghui Guo, Weijie Shi, Yue Cui, Qingyu Niu, Guoqing Ma, Jingjiang Liu, Yidan Liang, Yilin Wang, Shimin Di, Jiajie Xu:
ACR: Adaptive Context Refactoring via Context Refactoring Operators for Multi-Turn Dialogue. 3149-3167 - Kunpeng Liao, Yuexiao Ma, Yisheng Lin, Hualin Zeng, Xiawu Zheng, Rongrong Ji:
ALGOGEN: Tool-Generated Verifiable Traces for Reliable Algorithm Visualization. 3168-3189 - Yuzhi Liang, Shiliang Xiao, Jingsong Wei, Qiliang Lin, Xia Li:
PivotAttack: Rethinking the Search Trajectory in Hard-Label Text Attacks via Pivot Words. 3190-3207 - Juan Li, Chuanghao Ding, Xujie Zhang, Cam-Tu Nguyen:
MiMIC: Mitigating Visual Modality Collapse in Universal Multimodal Retrieval While Avoiding Semantic Misalignment. 3208-3220 - Xiaotian Zhang, Yuan Wang, Ruizhe Chen, Zeya Wang, Runchen Hou, Zuozhu Liu:
Towards Proactive Personalization through Profile Customization for Individual Users in Dialogues. 3221-3240 - Chuzhan Hao, Wenfeng Feng, Guochao Jiang, Guofeng Quan, Guohua Liu, Yuewei Zhang:
Beyond Stochastic Exploration: What Makes Training Data Valuable for Agentic Search. 3241-3255 - Yifan Liu, Yi Lin, Xinwei Guo, Ziwei Wang, Jiaxin Zhang, Guanhua Chen, Haiyan Wu, Xiangyu Zhao, Xin Yao, Xuetao Wei:
Can LLMs Hear the Dogwhistle? 3256-3273 - Jizhihui Liu, Guangdao Zhu, Feiyi Du, Niu Lian, Jun Li, Bin Chen, Weili Guan, Yaowei Wang:
HiPrune: Hierarchical Attention for Efficient Token Pruning in Vision-Language Models. 3274-3291 - Yizhe Yang, Palakorn Achananuparp, Heyan Huang, Jing Jiang, Ee-Peng Lim:
MIThinker: A Plug-and-Play Policy-Optimized Thinker For Motivational Interviewing Counseling. 3292-3328 - Rui Zhang, Hongwei Li, Yun Shen, Xinyue Shen, Wenbo Jiang, Guowen Xu, Yang Liu, Michael Backes, Yang Zhang:
The Art of (Mis)alignment: How Fine-Tuning Methods Effectively Misalign and Realign LLMs in Post-Training. 3329-3354 - Tingyun Li, Zishang Jiang, Jinyi Han, Xinyi Wang, Sihang Jiang, Han Xia, Zhaoqian Dai, Shuguang Ma, Fei Yu, Jiaqing Liang, Yanghua Xiao:
ADaPT: Token-Level Decoupling for Efficient Large Reasoning Models. 3355-3369 - Kyudan Jung, Hojun Cho, Jooyeol Yun, Soyoung Yang, Jaehyeok Jang, Jaegul Choo:
Talk to Your Slides: High-Efficiency Slide Editing via Language-Driven Structured Data Manipulation. 3370-3399 - Jonas Gottal, Florian Matthes:
Verifiable Parameterization of Bayesian Networks from Scientific Literature: Unlocking Unstructured Empirical Evidence. 3400-3414 - Seung-Ho Lee, Kyungsu Lee, Bazarvaani Zuchi, Jeongmin Ahn, Insuk Seo, Donghyeon Jeon, Inho Kang, Seung-Hoon Na:
PRIME: Ultra-Low-Rank Principal-Residual Model Merging. 3415-3436 - Xinyi Wang, Jinyi Han, Zishang Jiang, Tingyun Li, Jiaqing Liang, Sihang Jiang, Zhaoqian Dai, Ma Shuguang, Fei Yu, Yanghua Xiao:
Don't Tell the Answer, Truly Guide the Reasoning During RL Rollouts. 3437-3455 - Jianuo Huang, Yaojie Zhang, Yicun Yang, Benhao Huang, Linfeng Zhang:
Mask Tokens as Prophet: Fine-Grained Cache Eviction for Efficient dLLM Inference. 3456-3479 - Van Dai Do, Manh Nguyen, Svetha Venkatesh, Hung Le:
SPaCe: Unlocking Sample-Efficient Large Language Models Training With Self-Pace Curriculum Learning. 3480-3507 - Chengxi She, Zhiqiang Chen, Xingyu Lu, Caihua Chen, Piaoyang Zhao, Xuedong Wang:
Crossroads of Optimization under Uncertainty: How to Choose the Optimal Model. 3508-3539 - Zhiyuan Chang, Mingyang Li, Yuekai Huang, Ziyou Jiang, Xiaojun Jia, Qian Xiong, Junjie Wang, Zhaoyang Li, Qing Wang:
Know Thy Enemy: Securing LLMs Against Prompt Injection via Diverse Data Synthesis and Instruction-Level Chain-of-Thought Learning. 3540-3561 - Jiaxing Liu, Qi Qi, Haifeng Sun, Dunjun Li, Zirui Zhuang, Bo He, Xiang Yang, Cong Liu, Jianxin Liao, Jingyu Wang:
ModularMoE: Fast LLM Customization with Parameter-Sharing Mixture-of-Experts for Low-Resource Settings. 3562-3575 - HanBeul Kim, CheolWon Na, Suyoung Bae, YunSeok Choi, Jee-Hyong Lee:
UCGRec: User-Centric Graph Learning for LLM-based Sequential Recommendation. 3576-3591 - Zhe Chen, Yusheng Liao, Zhiyuan Zhu, Haolin Li, Hongcheng Liu, Yanfeng Wang, Yu Wang:
HeteroRAG: A Heterogeneous Retrieval-Augmented Generation Framework for Medical Vision Language Tasks. 3592-3613 - Yuhang Tian, Dandan Song, Zhijing Wu, Changzhi Zhou, Jun Yang, Huipeng Ma, Chenhao Li, Luan Zhang, Yading Li, Xudong Li, Shenxi Liu, Jing Jiang:
Subgraph-Guided Executable Logical Form Generation for Knowledge Base Question Answering. 3614-3635 - Julien Aubert-Béduchaud, Florian Boudin, Akiko Aizawa, Béatrice Daille, Richard Dufour:
Towards Reliable Paper Contributions Annotation in the ACL Rolling Review. 3636-3653 - Xiangbo Zhang, Ali Emami:
Memory Dial: A Training Framework for Controllable Memorization in Language Models. 3654-3673 - Yuqin Dai, Ning Gao, Wei Zhang, Jie Wang, Zichen Luo, Jinpeng Wang, Ruiyuan Wu, Chaozheng Wang:
SEAD: Self-Evolving Agent for Multi-Turn Service Dialogue. 3674-3684 - Dan Zhang, Sining Zhoubian, Min Cai, Fengzu Li, Lekang Yang, Wei Wang, Tianjiao Dong, Ziniu Hu, Jie Tang, Yisong Yue:
DataSciBench: An LLM Agent Benchmark for Data Science. 3685-3728 - Wenfeng Feng, Penghong Zhao, Guochao Jiang, Chuzhan Hao, Guohua Liu, Yuewei Zhang:
PVPO: Pre-Estimated Value-Based Policy Optimization for Agentic Reasoning. 3729-3748 - Wenyu Tao, Xiaofen Xing, Zeliang Li, Xiangmin Xu:
Momoka-RAG: MCTS-Organized Mapping of Knowledge Associations for Long-Document Retrieval Augmented Generation. 3749-3773 - Yuxiang Chai, Shunye Tang, Han Xiao, Weifeng Lin, Hanhao Li, Jiayu Zhang, Liang Liu, Pengxiang Zhao, Guangyi Liu, Guozhi Wang, Shuai Ren, Rongduo Han, Haining Zhang, Siyuan Huang, Hongsheng Li:
A3: Android Agent Arena for Mobile GUI Agents with Essential-State Procedural Evaluation. 3774-3789 - Peng Liao, Peijia Zheng, Lingbo Li, Shangsong Liang, Lin Chen:
Intrinsic Mutual Information as a Modulator for Preference Optimization. 3790-3808 - Jianfei Wu, Zhichun Wang, Zhensheng Wang, Zhiyu He:
EVGeoQA: Benchmarking LLMs on Dynamic, Multi-Objective Geo-Spatial Exploration. 3809-3821 - Shouqing Yang, Qi Zhang, Yuhang Yang, Ruikang Xu, Yuwei Hou, Zhulin Jia, Lirong Gao, Haobo Wang, Jinglei Chen, Jiexiang Wang, Sheng Guo, Bo Zheng, Gang Chen:
FinMRAGBench: A Realistic and Complex Benchmark for Multi-Modal RAG in Financial Document Analysis. 3822-3867 - Junyan Cheng, Ankit Srivastava, Jessie Zeng, Milenko Drinic, Jack W. Stokes:
Apeiron: A Scalable LLM-agentic Framework for Autonomous Full-lifecycle Demand-optimized Application Synthesis. 3868-3899 - Heng Yu, Rui Li, Qi Liu, Wenjun Feng, Junfeng Kang, Yi Zhan:
Eval-RAR: Evaluation-Driven Retrieval-Augmented Reasoning via Reinforcement Learning. 3900-3912 - Amin Rakhsha, Thomas Hehn, Pietro Mazzaglia, Fabio Valerio Massoli, Arash Behboodi, Tribhuvanesh Orekondy:
LUMINA: Long-horizon Understanding for Multi-turn Interactive Agents. 3913-3926 - Xinjie Xu, Yongqi Fan, Shuang-shuang Chen, Qi Ye, Weibin Guo, Xinxuan Hu:
Travel on the ICD Tree: Benchmarking Agentic Reasoning for ICD Coding from Chinese Electronic Medical Records. 3927-3943 - Xiaobin Tian, Shuai Yuan, Muyun Ding, Haonan Chen, Xiaoxi Jiang:
RiT: Rubrics-in-Thinking Reinforcement Learning for Improved Reasoning in Large Language Models. 3944-3957 - Minh Duc Bui, Xenia Heilmann, Mattia Cerrato, Manuel Mager, Katharina von der Wense:
From If-Statements to ML Pipelines: Revisiting Bias in Code-Generation. 3958-3972 - Panuthep Tasawong, Jian Gang Ngui, Alham Fikri Aji, Trevor Cohn, Peerat Limkonchotiwat:
SEA-SafeguardBench: Culturally Grounded Safety Benchmark for Southeast Asian Languages. 3973-4003 - Qianyu Wang, Xiaoman Wang, Yuanyuan Liang, Xinyuan Li, Yunshi Lan:
COCOGEC: Counterfactual Generation for Robust Grammatical Error Correction. 4004-4019 - Yuxuan Jiang, Dawei Li, Francis Ferraro:
DRP: Distilled Reasoning Pruning with Mathematical Skill-aware Step Decomposition for Efficient Large Reasoning Models. 4020-4039 - Zequn Xie, Guijin Luo, Chuxin Wang, Sihang Cai, Tao Jin, Zhou Zhao, Yixuan Tang:
Bridging the Pose-Semantic Gap: A Cascade Framework for Text-Based Person Anomaly Search. 4040-4049 - Jinyang Wu, Chonghua Liao, Mingkuan Feng, Shuai Zhang, Zhengqi Wen, Haoran Luo, Ling Yang, Huazhe Xu, Jianhua Tao:
TemplateRL: Structured Template-Guided Reinforcement Learning for LLM Reasoning. 4050-4080 - Yangzhuo Li, Shengpeng Ji, Yifu Chen, Tianle Liang, Haoyu Yang, Junbo Li, Jun Fang, Lin Li, Qingyang Hong:
Dual-Reasoner: Bridging Interleaved Atomicity and Streaming Latency via Thinking-while-Talking. 4081-4105 - Tongxi Wang:
FBS: Modeling Native Parallel Reading inside a Transformer. 4106-4137 - He Wang, Yu Gu, Fangfang Li, Zhigang Wang, Zhenghao Liu, Ning Wang, Xiaohua Li, Ge Yu:
HqeKV: Towards Hybrid Quantization and Eviction for KV Cache in Long-Context LLM Inference. 4138-4153 - Kaiser Sun, Fan Bai, Mark Dredze:
Task Matters: Knowledge Requirements Shape LLM Responses to Context-Memory Conflict. 4154-4176 - Guido Ivetta, Pietro Palombini, Sofía Martinelli, Marcos J. Gomez, Maria Emilia Echeveste, Sunipa Dev, Vinodkumar Prabhakaran, Luciana Benotti:
Adaptive Data Collection for Latin-American Community-sourced Evaluation of Stereotypes (LACES). 4177-4190 - Xinming Wang, Jian Xu, Bin Yu, Sheng Lian, Yi Chen, Boran Wang, Yingjian Zhu, Hongzhu Yi, Hongming Yang, Han Hu, Cheng-Lin Liu, Xu-Yao Zhang:
MR-ALIGN: Meta-Reasoning Informed Factuality Alignment for Large Reasoning Models. 4191-4214 - Jiaxin Wu, Jie Zhao, Xinrong Huang, Cuihong Zhang, Xiuzhu Wu:
Chameleons and Guardians: Unveiling the Divergence in Personality Plasticity and Cognitive Resistance across LLMs. 4215-4238 - Xingjin Wang, Howe Tissue, Lu Wang, Linjing Li, Daniel Dajun Zeng:
Entropy Scheduling in Reinforcement Learning for Large Language Models. 4239-4251 - Rui Sun, Jie Ding, Chenghua Gong, Tianjun Gu, Yihang Jiang, Juyuan Zhang, Liming Pan, Linyuan Lü:
TopoDIM: One-shot Topology Generation of Diverse Interaction Modes for Multi-Agent Systems. 4252-4269 - Weiyu Ma, Yuqian Fu, Zecheng Zhang, Bernard Ghanem, Guohao Li:
AVA: Attentive VLM Agent for Mastering StarCraft II. 4270-4290 - Hui Huang, Julien Velcin, Yacine Kessaci:
Structure-Aware Quantized Retrieval for Long-Document Question Answering. 4291-4304 - Yi Chen, Yuying Ge, Rui Wang, Yixiao Ge, Junhao Cheng, Ying Shan, Xihui Liu:
GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning. 4305-4320 - Wenpeng Xing, Moran Fang, Guangtai Wang, Changting Lin, Meng Han:
Silencing the Guardrails: Inference-Time Jailbreaking via Dynamic Contextual Representation Ablation. 4321-4334 - Yuyan Zhou, Weiyu Chen, James T. Kwok:
Diffusion with Truncated Blocks: Fast and High-Quality Text Generation using Truncated Block Generation. 4335-4348 - Irina Tolstykh, Aleksandra Tsybina, Sergey Yakubson, Aleksandr Gordeev, Vladimir Dokholyan, Maksim Kuprashevich:
GigaCheck: Detecting LLM-generated Content via Object-Centric Span Localization. 4349-4364 - Xinzhe Li:
Chain-in-Tree: Back to Sequential Reasoning in LLM Tree Search. 4365-4392 - Xingjian Diao, Zheyuan Liu, Chunhui Zhang, Weiyi Wu, Keyi Kong, Lin Shi, Kaize Ding, Soroush Vosoughi, Jiang Gui:
Addressing Overthinking in Large Vision-Language Models via Gated Perception-Reasoning Optimization. 4393-4410 - Zhipeng Qian, Zihan Liang, Yufei Ma, Ben Chen, Huangyu Dai, Yiwei Ma, Jiayi Ji, Chenyi Lei, Han Li, Xiaoshuai Sun:
CSMCIR: CoT-Enhanced Symmetric Alignment with Memory Bank for Composed Image Retrieval. 4411-4424 - Xin Yin, Zixiang Ding, Yiang Zhang, Qiang Wang, Rui Wang, Chao Ni, Zhe Cui:
RepoDistill: Distilling Repository Knowledge through Compression-Aware Budget Allocation and Policy Optimization. 4425-4443 - Chak Tou Leong, Dingwei Chen, Heming Xia, Qingyu Yin, Sunbowen Lee, Jian Wang, Wenjie Li:
Finding RELIEF: Shaping Reasoning Behavior without Reasoning Supervision via Belief Engineering. 4444-4467 - Taojie Zhu, Dongyang Xu, Ding Zou, Sen Zhao, Qiaobo Hao, Zhiguo Yang, Yonghong He:
Bridging SFT and RL: Dynamic Policy Optimization for Robust Reasoning. 4468-4484 - Jun Feng, Jian Yang, Wei Zhang, Jing Wang, Keyi Chen, Xiaokun Yang, Weicheng Gu, Yihang Lou, Yan Bai, Xianglong Liu:
FrontCoder: Scaling Visual Fidelity in Front-End Code Generation. 4485-4505 - Arnav Attri, Anuj Attri:
Bridging Cognition and Affect: Emotion-Aware Opinion Summarization using LLMs. 4506-4565 - A Pranav, Shane Storks, Anne Lauscher:
The Double Bind: Revisiting Preprinting and Peer Review Two Years After the Removal of the ACL Anonymity Period. 4566-4584 - Yuanze Hu, Xinyu Wang, Zhichao Yang, Gen Li, Ye Qiu, Zhaoxin Fan, Yifan Sun, Wenjun Wu, Jin Dong, Xiaotie Deng:
TinyAlign: Boosting Lightweight Vision-Language Models by Mitigating Modal Alignment Bottlenecks. 4585-4597 - H. S. V. N. S. Kowndinya Renduchintala, Sumit Bhatia:
Heterogeneity in Formal Linguistic Competence of Language Models: Is Data the Real Bottleneck? 4598-4608 - Elisa Leonardelli, Camilla Casula, Boglárka Nyúl, Sara Tonelli:
Real Men are Tough: Evaluating Gender Bias and Sensitivity to Masculinity Norms in LLMs. 4609-4626 - Wencheng Ye, Xiaoyang Yuan, Yi Bin, Hengyu Jin, Liang Peng, Pengpeng Zeng, Heng Tao Shen:
RISER: Orchestrating Latent Reasoning Skills for Adaptive Activation Steering. 4627-4644 - Dabin Fu, Fanghong Zhang:
ReCoT-NER: Enhancing Zero-Shot Named Entity Recognition through Chain-of-Thought Prompting and Recall-Oriented Loss Optimization. 4645-4656 - Gengyang Li, Wang Cai, Yifeng Gao, Yunfang Wu:
SyncThink: A Training-Free Strategy to Align Inference Termination with Reasoning Saturation. 4657-4672 - Yu Li, Sizhe Tang, Tian Lan:
Reason in Chains, Learn in Trees: Self-Rectification and Grafting for Multi-turn Agent Policy Optimization. 4673-4686 - Yubo Hou, Zhisheng Chen, Tao Wan, Zengchang Qin:
FlashMem: Distilling Intrinsic Latent Memory via Computation Reuse. 4687-4705 - Taolin Zhang, Haidong Kang, Dongyang Li, Qizhou Chen, Xiaofeng He, Chengyu Wang, Richang Hong:
QueueEDIT: Structural Self-Correction for Sequential Model Editing in LLMs. 4706-4719 - Yanting Li, Zhuoyang Jiang, Enyan Dai, Lei Wang, Wen-Cai Ye, Li Liu:
CAGenMol: Condition-Aware Diffusion Language Model for Goal-Directed Molecular Generation. 4720-4738 - Yehua Lin, Liping Zheng, Yin Chen:
MAC-Reasoner: A Multi-Agent Collaborative Framework for Enhancing Logical Reasoning in Large Language Models. 4739-4762 - Basel Mousi, Fahim Dalvi, Shammur Absar Chowdhury, Firoj Alam, Nadir Durrani:
Once Correct, Still Wrong: Counterfactual Hallucination in Multilingual Vision-Language Models. 4763-4788 - Jiaming Zhou, Xuxin Cheng, Shiwan Zhao, Yuhang Jia, Cao Liu, Ke Zeng, Xunliang Cai, Yong Qin:
DIFFA-2: A Practical Diffusion Large Language Model for General Audio Understanding. 4789-4805 - Tristan Williams, Franziska Weeber, Sebastian Padó, Alan Akbik:
Beyond Marginal Distributions: A Framework to Evaluate the Representativeness of Demographic-Aligned LLMs. 4806-4826 - Meng Zhang, Ruochun Jin, Yuanxi Peng, Wenjing Yang, Haotian Wang, Liting Sun, Kun Hu, Silin Yang, Zhang Ke-di:
CORES: Code-Oriented Reasoning for Complex Text-to-SQL and Generalizable TableQA. 4827-4847 - Kun Huang, Rui Qiu, Xiaoming Li, Salah Uddin:
Do Not Guess, Verify: Logic-Guided Adaptive Reasoning for Multimodal Misinformation Detection. 4848-4861 - Feihu Jin, Ying Tan:
Hi-ZFO: Hierarchical Zeroth- and First-Order LLM Fine-Tuning via Importance-Guided Tensor Selection. 4862-4876 - Wenpeng Xing, Zhonghao Qi, Yupeng Qin, Yilin Li, Caini Chang, Jiahui Yu, Changting Lin, Zhenzhen Xie, Meng Han:
MCP-Guard: A Multi-Stage Defense-in-Depth Framework for Securing Model Context Protocol in Agentic AI. 4877-4889 - Jinyang Du, Ruihao Gong, Linghan Ai, Zining Wang, Yunke Peng, Yao Wang, Lei Yan, Xuefei Wang, Yaoyuan Wang, Jinyang Guo, Dahua Lin, Xianglong Liu:
Half-S: Halving the Scale for Near-Lossless 4-Bit LLM Training. 4890-4903 - Maike Züfle, Ondrej Klejch, Nicholas Sanders, Jan Niehues, Alexandra Birch, Tsz Kin Lam:
F-Actor: Controllable Conversational Behavior in Full-Duplex Models. 4904-4921 - Dongliang Chen, Xinlin Zhuang, Junjie Xu, Luojian Xie, Zehui Wang, Jiaxi Zhuang, Haolin Yang, Liang Dou, Xiao He, Xingjiao Wu, Ying Qian:
APEX: Learning Adaptive Priorities for Multi-Objective Alignment in Vision-Language Generation. 4922-4939 - Ziwen Pan, Zihan Liang, Jad Kabbara, Ali Emami:
DART: Mitigating Harm Drift in Difference-Aware LLMs via Distill-Audit-Repair Training. 4940-4980 - Yihong Liu, Junyi Li, Hongyu Lu, Xin Zhao, Ji-Rong Wen:
Experience-Driven Reflective Co-Evolution of Prompts and Heuristics for Autonomous Algorithm Design. 4981-4995 - Elias Schuhmacher, Andrianos Michail, Juri Opitz, Rico Sennrich, Simon Clematide:
Information Representation Fairness in Long-Document Embeddings: The Peculiar Interaction of Positional and Language Bias. 4996-5028 - Jonggwon Park, Byungmu Yoon, Soobum Kim, Kyoyun Choi:
RA-RRG: Multimodal Retrieval-Augmented Radiology Report Generation with Key Phrase Extraction. 5029-5048 - Tianze Zhang, Sirui Sun, Yuhang Xie, Xin Zhang, Zhiqiang Wu, Guojie Song:
Context-Value-Action Architecture for Value-Driven Large Language Model Agents. 5049-5073 - Yaoyuan Zhang, Zonghao Ying, Aishan Liu, Jian Yang, Tianlin Li, Yaodong Yang, Xianglong Liu:
Uncovering Strategic Egoism Behaviors in Large Language Models. 5074-5087 - Hongyi Lan, Jiaqi Song, Zhengjia Zhong, Hui Li, Hong Liu, Xianming Lin, Rongrong Ji:
EMA: An Episodic Memory Agent for Efficient and Selective Memory. 5088-5102 - Jiaming Zhou, Yujie Guo, Shiwan Zhao, Yao Lu, Jianye Wang, Haoqin Sun, Hui Wang, Yong Qin:
ChildTalk: A Multi-Dialect Chinese Child Speech Corpus with Full-Length Child-Caregiver Conversations for Speech Recognition. 5103-5116 - Shuaimin Li, Liyang Fan, Zeyang Li, Zhuoyue Wan, Yufang Lin, Shiwen Ni, Feiteng Fang, Hamid Alinejad-Rokny, Yuanfeng Song, Kun Jing, Chen Jason Zhang, Min Yang:
SrDetection: A Self-Referential Framework for Data Leakage Detection in Code Large Language Models. 5117-5129 - Zerui Yang, Weichuan Wang, Yanwei Xu, Linqi Song, Yudai Matsuda, Wei Han, Bo Bai:
Memo-SQL: Structured Decomposition and Experience-Driven Self-Correction for Training-Free NL2SQL. 5130-5148 - Zixu Wang, Bingbing Xu, Yige Yuan, Huawei Shen, Xueqi Cheng:
Do We Always Need Query-Level Workflows? Rethinking Agentic Workflow Generation for Multi-Agent Systems. 5149-5165 - Hao Yang, Qinghua Zhao, Lei Li, Lingyi Meng, Mengda Yu:
How Chain-of-Thought Works? Tracing Information Flow from Decoding, Projection, and Activation. 5166-5199 - Haiqi Yang, Zhiyuan Li, Yi Chang, Yuan Wu:
A Survey of Retentive Network. 5200-5216 - Zhiyi Duan, Hongyu Yuan, Rui Liu:
RAG-KT: Cross-platform Explainable Knowledge Tracing with Multi-view Fusion Retrieval Generation. 5217-5232 - Cheng Hu, Cong Cao, Fangfang Yuan, Diandian Guo, Pin Xu, Yu Liu, Yanbing Liu:
Conformal Event Prediction with Temporal Knowledge Graph. 5233-5248 - Shuoyang Sun, Jiaxin Hong, Yv Zhang, Kuofeng Gao, Hao Fang, Fan Mo, Bin Chen, Shu-Tao Xia:
Infinite Babble: Inflating 3D Vision-Language Model Inference Overhead via Adversarial Geometric Perturbation. 5249-5267 - Kang He, Yuzhe Ding, Rao Fu, Yukang Feng, Kaipeng Zhang, Yiming Liu, Fei Li, Chong Teng, Donghong Ji:
Uncertainty-Calibrated Elastic Alignment for Multimodal Sentiment Analysis with Missing Modalities. 5268-5288 - Chenyang Lu, Jiaru Li, Jinman Zhao, Xinran Chen, Yining Wang, Renyi Cai, Yuchen Li, Chao He:
On the Representation Geometry of LoRA Model Merging. 5289-5304 - Zhili Pu, Lantian Zhang, Hao Duan, Zhixing Zhang, Keyun Zhu, Yongqi Fan, Ruihui Hou, Tong Ruan, Yun Tang:
MCLE-Mol: Empowering LLM with Molecular Comprehension and Low-Cost Continual Evolution for Interpretable Property Prediction. 5305-5333 - Zhang He, Wenqian Cui, Haoning Xu, Xiao-Hui Li, Lei Zhu, Haoli Bai, Shaohua Ma, Irwin King:
MTR-DuplexBench: Towards a Comprehensive Evaluation of Multi-Round Conversations for Full-Duplex Speech Language Models. 5334-5351 - Yiheng Zhao, Jun Yan:
Generating Effective CoT Traces for Mitigating Causal Hallucination. 5352-5362 - Huopu Zhang, Yanguang Liu, Miao Zhang, Zirui He, Mengnan Du:
SAE-FiRE: Enhancing Earnings Surprise Predictions Through Sparse Autoencoder Feature Selection. 5363-5382 - Guo Tang, Ke Cheng, Huiming Fan, Heng Chang, Wenxiang Zheng, Xianhao Ou, Junjia Xiang, Ming Liu, Yujun Zhou, Li Lanyu, Bing Qin:
From Implicit Graph Encoding to Explicit Evidence: A Training-Free LLM Framework for Temporal Knowledge Graph Reasoning. 5383-5405 - Pengxiang Lan, Enneng Yang, Yuliang Liang, Jianzhe Zhao, Linying Jiang, Guibing Guo:
LLM-Driven Multi-Perspective Location Completion for Next Location Prediction. 5406-5428 - Yingjian Zhu, Xinming Wang, Kun Ding, Ying Wang, Bin Fan, Shiming Xiang:
WikiSeeker: Rethinking the Role of Vision-Language Models in Knowledge-Based Visual Question Answering. 5429-5449 - Zhihao Xu, Yongqi Tong, Xin Zhang, Jun Zhou, Xiting Wang:
Understanding Conflicts in Multi-Objective Alignment through Reward Consistency. 5450-5472 - Haidong Xin, Xinze Li, Zhenghao Liu, Yukun Yan, Shuo Wang, Cheng Yang, Yu Gu, Ge Yu, Maosong Sun:
MetaMem: Evolving Meta-Memory for Knowledge Utilization through Self-Reflective Symbolic Optimization. 5473-5492 - Tianyu Bell Pan, Damon L. Woodard:
GeoLAN: Geometric Learning of Latent Explanatory Directions in Large Language Models. 5493-5521 - Jie Sun, Yu Liu, Lu Han, Qiwen Deng, Xiang Shu, Yang Xiao, Lintao Ma, Xingyu Lu, Jun Zhou, Pengfei Liu, Jiancan Wu, Xiang Wang:
SepSeq: A Training-Free Framework for Long Numerical Sequence Processing in LLMs. 5522-5537 - Xiaofan Zheng, Xinghao Wang, Xiaojun Wan:
Ghost in the Shell: Synonym-Aware Logit Shaping Fingerprint for Copyright Protection of Large Vision-Language Models. 5538-5555 - Donghang Duan, Xu Zheng, Yuefeng He, Chong Mu, Leyi Cai, Lizong Zhang:
Look Twice before You Leap: A Rational Framework for Localized Adversarial Text Anonymization. 5556-5573 - Soyeon Kim, Cheongwoong Kang, Myeongjin Lee, Eun-Chul Chang, Lee Jaedeok, Jaesik Choi:
K-MetBench: A Multi-Dimensional Benchmark for Fine-Grained Evaluation of Expert Reasoning, Locality, and Multimodality in Meteorology. 5574-5612 - Wei Zhang, Jian Yang, Renshuai Tao, Linzheng Chai, Shuyue Guo, Jiajun Wu, Xiaoming Chen, Ganqu Cui, Ning Ding, Xander Xu, H. U. Wei, Bowen Zhou:
V-GameGym: Visual Game Generation for Code Large Language Models. 5613-5641 - Jiajun Wu, Jian Yang, Wei Zhang, Linzheng Chai, Yuchi Ma, Ensheng Shi, Yuqing Ma, Zhoujun Li, Xianglong Liu:
UCoder: Unsupervised Code Generation by Internal Probing of Large Language Models. 5642-5655 - Chenye Zou, Difan Jiao, Lijie Hu:
Deciphering Cultural Representations in Large Language Models via Sparse Autoencoders. 5656-5677 - Xiaoyu Hu, Jinman Zhao:
Fin-Bias: Comprehensive Evaluation for LLM Decision-Making under human bias in Finance Domain. 5678-5694 - Junbo Fu, Guoshuai Zhao, Linkang Yang, Yunqi Mi, Xueming Qian:
Duplicate-Aware Controlled Code Generation: Enhancing Copyright Protection with Targeted Reordering Beam Search in LLMs. 5695-5707 - Hongyuan Yuan, Xinran He, Run Shao, Bolei He, Xianwei Xue, Mengke Chen, Qiutong Pan, Haiwei Wang, Haifeng Li:
Graph-Based Chain-of-Thought Pruning for Reducing Redundant Reflections in Reasoning LLMs. 5708-5723 - Zihao Yi, Qingxuan Jiang, Ruotian Ma, Xingyu Chen, Qu Yang, Mengru Wang, Fanghua Ye, Ying Shen, Zhaopeng Tu, Xiaolong Li, Liefeng Bo:
Too Good to be Bad: On the Failure of LLMs to Role-Play Villains. 5724-5734 - Jiabei He, Yanzhe Zhang, Jiaming Zhou, Hui Wang, Haoqin Sun, Yong Qin:
AudioPrivacy: Parallel Audio Dataset for Speaker Profiling with Diverse Audio Types and Rich Attributes. 5735-5748 - Haoran Wang, Xiong Wang, Yuqing Li, Jing Chen, Junyi Zhang, Nan Yan, Kun He, Wei Wang:
Federated LoRA Fine-Tuning with Pipelined Error-Mitigated Aggregation and Matrix-Wise Freezing. 5749-5762 - Jun Xue, Zhuolin Yi, Yihuan Huang, Yanzhen Ren, Yujie Chen, Cunhang Fan, Zicheng Su, Yongcheng Zhang, Bo Cai:
RTCFake: Speech Deepfake Detection in Real-Time Communication. 5763-5775 - Ivanhoé Botcazou, Tassadit Amghar, Sylvain Lamprier, Frédéric Saubion:
Progress Ratio Embeddings: An Impatience Signal for Robust Length Control in Neural Text Generation. 5776-5789 - Maosen Zhang, Jianshuo Dong, Boting Lu, Wenyue Li, Xiaoping Zhang, Tianwei Zhang, Han Qiu:
LeakDojo: Decoding the Leakage Threats of RAG Systems. 5790-5811 - Anh Nguyen Hoang, Minh Le-Anh, Bach Le, Nghi D. Q. Bui:
CodeWiki: Evaluating AI's Ability to Generate Holistic Documentation for Large-Scale Codebases. 5812-5827 - Zhangyue Yin, Qiushi Sun, Zhiyuan Zeng, Zhiyuan Yu, Qipeng Guo, Xuanjing Huang, Xipeng Qiu:
ARISE: An Adaptive Resolution-Aware Metric for Test-Time Scaling Evaluation in Large Reasoning Models. 5828-5848 - Kwun Hang Lau, Fangyuan Zhang, Boyu Ruan, Yingli Zhou, Qintian Guo, Ruiyuan Zhang, Xiaofang Zhou:
Breaking the Static Graph: Context-Aware Traversal for Graph-Based RAG. 5849-5863 - Junhui He, Zhihui Fu, Jun Wang, Qingan Li:
POP: Prefill-Only Pruning for Efficient Large Model Inference. 5864-5877 - Yue Huang, Haomin Zhuang, Jiayi Ye, Han Bao, Yanbo Wang, Hang Hua, Siyuan Wu, Pin-Yu Chen, Xiangliang Zhang:
Guardian-as-an-Advisor: Advancing Next-Generation Guardian Models for Trustworthy LLMs. 5878-5900 - Yang Luo, Xinran Liu, Tiantian Ji, Zhiyi Yin, Lingyun Peng, Shuyu Li:
StructBreak: Structural Cognitive Overload-Induced Safety Failures in MLLMs. 5901-5923 - Peiwen Huang, Chih-Hao Hsu, Tzu-Hung Huang, Shou-De Lin:
Role-Sensitive Neurons: A Neuron-Level Gain Control Mechanism for Confidence Steering. 5924-5944 - Guowei Tang, Tianwen Qian, Huanran Zheng, Yifei Wang, Xiaoling Wang:
StreamingEval: A Unified Evaluation Framework towards Realistic Streaming Video Understanding. 5945-5960 - Kuo Tian, Pengfei Sun, Zhen Wu, Junran Ding, Xinyu Dai:
CogGen: A Cognitively Inspired Recursive Framework for Deep Research Report Generation. 5961-5988 - Cunda Wang, Ziying Ma, Po Hu, Weihua Wang, Feilong Bao:
Debate to Align: Reliable Entity Alignment through Two-Stage Multi-Agent Debate. 5989-6010 - Ye Wang, Ruijun Jiang, Zhongqing Wang, Guodong Zhou:
Exploring Multilingual Pre-trained Language Model for Aspect-based Sentiment Analysis. 6011-6023 - Van Yang, Shouren Wang, Debargha Ganguly, Xinpeng Li, Chaoda Song, Vikash Singh, Vipin Chaudhary, Xiaotian Han:
Mid-Think: Training-Free Intermediate-Budget Reasoning via Token-Level Triggers. 6024-6038 - Wenjie Yang, Mao Zheng, Mingyang Song, Zheng Li, Sitong Wang:
SSR-Zero: Simple Self-Rewarding Reinforcement Learning for Machine Translation. 6039-6052 - Jiahuan Cao, Yongxin Shi, Zeyu Shan, Zhengyang Lu, Lianwen Jin:
HisDoc-OCR: Restoring Visual Grounding in MLLMs for Chinese Historical Document OCR. 6053-6066 - Huixing Que, Qi Liu, Weibo Gao, Zhenya Huang:
One LLM Does Not Simulate All Students: Ability-Aware Student Simulation via Cognitive Diagnosis Guided LLM Assignment. 6067-6084 - Hehai Lin, Shilei Cao, Sudong Wang, Haotian Wu, Minzhi Li, Linyi Yang, Juepeng Zheng, Chengwei Qin:
Interactive Learning for LLM Reasoning. 6085-6108 - Yu-Xiang Lin, Cheng-Han Chiang, Hung-yi Lee:
Style Amnesia: Investigating Speaking Style Degradation and Mitigation in Multi-Turn Spoken Language Models. 6109-6131 - Peiyang Liu, Yining Wang, Youru Li, Long Li, Zhi Cai, Wei Ye:
NeuroSym-Cal: Bridging the Reasoning-Execution Gap in Code Generation via Hierarchical Calibration. 6132-6143 - Yinghao Chen, Wantong Xie, Shuli Zeng, Sijia Zhang, Xiaotian Pan, Feng Wu, Xiangyang Li:
GOBench: Stage-Wise Diagnostics and the Visual Paradox in Multimodal Graph Optimization. 6144-6167 - Yao Chen, Yilong Chen, Yinqi Yang, Junyuan Shang, Zhenyu Zhang, Zefeng Zhang, Shuaiyi Nie, Shuohuan Wang, Yu Sun, Hua Wu, Haifeng Wang, Tingwen Liu:
Sparse Growing Transformer: Training-Time Sparse Depth Allocation via Progressive Attention Looping. 6168-6193 - Gaspard Michel, Elena V. Epure, Christophe Cerisara:
Computational Narrative Understanding for Expressive Text-to-Speech. 6194-6215 - Xiaochuan Liu, Yuanfeng Song, Xiaoming Yin, Xing Chen:
DataSage: Multi-agent Collaboration for Insight Discovery with External Knowledge Retrieval, Multi-role Debating, and Multi-path Reasoning. 6216-6250 - Hao Liao, Jiwei Zhang, Jianxun Lian, Wensheng Lu, Mingqi Wu, Shuo Wang, Yong Zhang, Yitian Huang, Mingyang Zhou, Rui Mao:
Eliminating Out-of-Domain Recommendations in LLM-based Recommender Systems: A Unified View. 6251-6271 - Zimu Jia, Mingjie Xu, Andrew Estornell, Jiaheng Wei:
Evian: Towards Explainable Visual Instruction-tuning Data Auditing. 6272-6291 - Guijin Luo, Zequn Xie, Sihang Cai, Chuxin Wang, Zhou Zhao, Yixuan Tang:
Iterative Self-Correction for Text-Driven Person Re-Identification with Large Vision-Language Models. 6292-6301 - Xingwu Chen, Zhanqiu Zhang, Steven Y. Guo, Difan Zou:
Breaking Contextual Inertia: Reinforcement Learning with Single-Turn Anchors for Stable Multi-Turn Interaction. 6302-6318 - Bowen Zheng, Ming Ma, Zhongqiao Lin, Tianming Yang:
Label Words as Local Task Vectors in In-Context Learning. 6319-6332 - Xiyin Zeng, Yi Lu, Hao Wang:
CoGR-MoE: Concept-Guided Expert Routing with Consistent Selection and Flexible Reasoning for Visual Question Answering. 6333-6350 - Sander Land, Yuval Pinter:
Which Pieces Does Unigram Tokenization Really Need? 6351-6360 - Fei Wu, Zhenrong Zhang, Qikai Chang, Jianshu Zhang, Quan Liu, Jun Du:
Step Potential Advantage Estimation: Harnessing Intermediate Confidence and Correctness for Efficient Mathematical Reasoning. 6361-6379 - Hoan My Tran, Damien Lolive, Aghilas Sini, Arnaud Delhay, Pierre-Francois Marteau, David Guennec:
When depth is redundant: Efficient transformer-based speech anti-spoofing. 6380-6397 - Guanran Luo, Wentao Qiu, Zhongquan Jian, Meihong Wang, Qingqiang Wu:
GCoT-Decoding: Unlocking Deep Reasoning Paths for Universal Question Answering. 6398-6414 - Hengyu An, Minxi Li, Naen Xu, Chunyi Zhou, Xiaogang Xu, Tianyu Du, Jinbao Li, Shouling Ji:
PerMemSafe: Benchmarking Implicit Personalized Safety of Long Horizon Self-Evolving Agents. 6415-6433 - Wenbiao Tao, Xinyuan Li, Yunshi Lan, Weining Qian:
TagRAG: Tag-guided Hierarchical Knowledge Graph Retrieval-Augmented Generation. 6434-6456 - Yuanchen Shi, Longyin Zhang, Guodong Zhou, Fang Kong:
Danger Depends on the Mind: A Theory-of-Mind Grounded Dataset and Model for Context-Dependent Dangerous Speech. 6457-6478 - Zihou Zhang, Zheyong Xie, Li Zhong, Haifeng Liu, Shaosheng Cao:
One Token Is Enough: Improving Diffusion Language Models with a Sink Token. 6479-6490 - Sungmok Jung, Yeonkyoung So, Joonhak Lee, Sangho Kim, Yelim Ahn, Jaejin Lee:
Thunder-KoNUBench: A Corpus-Aligned Benchmark for Korean Negation Understanding. 6491-6518 - Huacan Chai, Zijie Cao, Maolin Ran, Yingxuan Yang, Jianghao Lin, Xin Peng, Hairui Wang, Renjie Ding, Ziyu Wan, Muning Wen, Weiwen Liu, Weinan Zhang, Fei Huang, Ying Wen:
Progra: Progress-Aware Reinforcement Learning for Multi-Turn Function Calling. 6519-6535 - Xuan Xu, Zhongliang Yang, Haolun Li, Rui Tian, Beilin Chu, Jia Song, Yu Li, Shaolin Tan, Linna Zhou:
Towards Modern Topic Models: A Survey of Taxonomies and Paradigm Shifts from Algorithm-Centric to LLM-Centered Topic Analysis. 6536-6561 - Yong Wu, Weihang Pan, Ke Li, Chen Binhui, Ping Li, Binbin Lin:
Beyond Templates: Dynamic Adaptation of Reasoning Demonstrations via Feasibility-Aware Exploration. 6562-6577 - Donghao Li, Yifan Deng, Jinta Weng, Xingsheng Zhang, Chenxu Niu, Jingyuan Tian, Heyan Huang, Yue Hu:
CFlowPsyD: An Analysis-Enhanced Dataset for Asynchronous Psychological Counseling through Self-Optimizing Multi-Agent Framework. 6578-6602 - Adrian de Wynter, Tangming Yuan:
The Thin Line Between Comprehension and Persuasion in LLMs. 6603-6631 - Hellina Hailu Nigatu, Bethelhem Yemane Mamo, Bontu Fufa Balcha, Debora Taye Tesfaye, Elbethel Daniel Zewdie, Ikram Behiru Nesiru, Jitu Ewnetu Hailu, Senait Mengesha Yayo:
Evaluating Machine Translation Datasets for Low-Web Data Languages: A Gendered Lens. 6632-6655 - Cehao Yang, Xueyuan Lin, Xiaojun Wu, Chengjin Xu, Xuhui Jiang, Honghao Liu, Hui Xiong, Jian Guo:
Select2Reason: Efficient Instruction-Tuning Data Selection for Long-CoT Reasoning. 6656-6671 - Qiong Wu, Tan Yue, Jianxin Liang, Zhen Li, Kai He, Shuai Zhao, Dongyan Zhao:
Curriculum Learning based Hierarchical Scoring and Analysis Framework for Question Answering Task Evaluation. 6672-6699 - Yi Zhao, Yajuan Peng, Cam-Tu Nguyen, Zuchao Li, Xiaoliang Wang, Xiaoming Fu, Hai Zhao:
TrigReason: Trigger-Based Collaboration between Small and Large Reasoning Models. 6700-6718 - Chao Wen, Jacqueline Staub, Adish Singla:
TURTLEAI: Benchmarking Multimodal Models for Visual Programming in Turtle Graphics. 6719-6756 - Mengxiang Zhang, Lingyuan Liu:
Calibrated Progressive Distillation: Co-Designing Curriculum and Target Mixing for Knowledge Distillation of Large Language Models. 6757-6776 - Junxian Li, Xinyue Xu, Sai Ma, Di Zhang, Sichao Li:
Faithful-First Reasoning, Planning, and Acting for Multimodal LLMs. 6777-6793 - Biao Yi, Jiahao Li, Yiming Li, Yu He, Baolei Zhang, Zheli Liu, Dacheng Tao:
SEAD: A Surrogate-free Label-only Membership Inference Attack against Pre-trained LLMs with Semantic-Aware Density. 6794-6813 - Ekaterina Fadeeva, Aleksandr Rubashevskii, Dzianis Piatrashyn, Roman Vashurin, Shehzaad Dhuliawala, Artem Shelmanov, Timothy Baldwin, Preslav Nakov, Mrinmaya Sachan, Maxim Panov:
Faithfulness-Aware Uncertainty Quantification for Fact-Checking the Output of Retrieval-Augmented Generation. 6814-6836 - Zhiyuan Li, Yuan Wu, Yi Chang:
AGGC: Adaptive Group Gradient Clipping for Stabilizing Large Language Model Training. 6837-6851 - Junjian Wang, Lidan Zhao, Xi Sheryl Zhang:
MADRA: Multi-Agent Debate for Risk-Aware Embodied Planning. 6852-6876 - Zhanli Li, Yixuan Cao, Lvzhou Luo, Ping Luo:
Navigating Large-Scale Document Collections: MuDABench for Multi-Document Analytical QA. 6877-6898 - Zhenhong Zhou, Zherui Li, Jie Zhang, Yuanhe Zhang, Kun Wang, Yang Liu, Qing Guo:
CORBA: Contagious Recursive Blocking Attacks on Multi-Agent Systems Based on Large Language Models. 6899-6908 - Chibuzor Okocha, Christan Grant:
Afrispeech Semantics: Evaluating Audio-Semantic Reasoning in Spoken Language Models Across Domains and Accents. 6909-6928 - Wenhao Hong, Ziyang Wang, Yixin Zhang, Zilei Wang:
MoPrune: Scene-Guided Motion-Aware Token Pruning for Efficient Video Large Language Models. 6929-6941 - Chengyi Yang, Pengzhen Li, Jiayin Qi, Aimin Zhou, Ji Wu, Ji Liu:
SCMAPR: Self-Correcting Multi-Agent Prompt Refinement for Complex-Scenario Text-to-Video Generation. 6942-6973 - Qiming Xie, Wenjie Zheng, Xiangqing Shen, Rui Xia:
LoReFact: Bridging the Logic Gap in Fact-Checking. 6974-6996 - Zhensheng Wang, Xiaole Liu, Wenmian Yang, Kun Zhou, Yiquan Zhang, Weijia Jia:
ODTQA-FoRe: An Open-Domain Tabular Question Answering Dataset for Future Data Forecasting and Reasoning. 6997-7022 - Yutao Sun, Tianzhu Ye, Li Dong, Yuqing Xia, Jian Chen, Yizhao Gao, Shijie Cao, Jianyong Wang, Furu Wei:
Rectified Sparse Attention for Efficient Long-Sequence Generation. 7023-7034 - Haiming Qin, Jianxun Lian, Qimin Zhong, Mingyang Zhou, Hao Liao, Naipeng Chao:
Knowing-but-Doing: Diagnosing and Defending Role-Play-Driven LLMs Jailbreaks via Moral Disengagement. 7035-7051 - Boyun Zhang, Zequn Xie, Fangming Feng, Zihan Zhang, Yongbo He, Chuxin Wang, Sihang Cai, Tao Jin, Qifei Zhang:
Generative-to-Discriminative Test-Time Adaptation via Manifold-Aware Diffusion and Bayesian Distillation. 7052-7062 - Jianjie Zheng, Zhichen Liu, Zhanyu Shen, Jingxiang Qu, Guanhua Chen, Yile Wang, Yang Xu, Yang Liu, Sijie Cheng:
Evaluating Memory Capability in Continuous Lifelog Scenario. 7063-7089 - Zuchao Li, Qiwei Li, Yao Yao, Hai Zhao, Lefei Zhang, Bo Du:
GoT-R1: Internalizing Graph-of-Thought via Structural Reinforcement for High-Density Reasoning. 7090-7104 - Chen Xiong, Zihao Wang, Rui Zhu, Tsung-Yi Ho, Pin-Yu Chen, Jingwei Xiong, Haixu Tang:
Hey, That's My Data! Token-Only Dataset Inference in Large Language Models. 7105-7120 - Boyang Li, Hongzhe Shou, Yuanyuan Liang, Jingbin Zhang, Fang Zhou:
ToxiTrace: Gradient-Aligned Training for Explainable Chinese Toxicity Detection. 7121-7138 - Viet-Anh Nguyen, Shiqian Zhao, Gia Dao, Runyi Hu, Yi Xie, Xiaobao Wu, Anh Tuan Luu:
Three Minds, One Legend: Jailbreak Large Reasoning Model with Adaptive Stacked Ciphers. 7139-7159 - Peng Chuang, Wei Zhang, Renshuai Tao, Xinhao Zhang, Jian Yang:
From Imitation to Discrimination: Progressive Curriculum Learning for Robust Web Navigation. 7160-7177 - Yangyang Zhong, Yanmei Gu, Zhengqing Zang, Xiaomeng Li, Yuqi Ding, Xibei Jia, Yuting Shen, Zhenzhong Lan, Liwang Zhu, Weiping Liu, Junlin Zhou, Haisheng Liu, Zhong Xin Yu, Pengxin Luo, Donglian Qi, Yunfeng Yan, Junbo Zhao:
Parallelism and Generation Order in Masked Diffusion Language Models: Limits Today, Potential Tomorrow. 7178-7218 - Renfei Dang, Peng Hu, Zhejian Lai, Changjiang Gao, Min Zhang, Shujian Huang:
Understanding New-Knowledge-Induced Factual Hallucinations in LLMs: Analysis and Interpretation. 7219-7246 - Yingxuan Yang, Bo Huang, Siyuan Qi, Chao Feng, Haoyi Hu, Yuxuan Zhu, Jinbo Hu, Haoran Zhao, Ziyi He, Xiao Liu, Zongyu Wang, Muning Wen, Lin Qiu, Xuezhi Cao, Xunliang Cai, Yong Yu, Weinan Zhang:
Attribution-Based Analysis and Optimization of Modular Agentic Workflows. 7247-7264 - Max Schaffelder, Albert Gatt:
Synthetic Eggs in Many Baskets: The Impact of Synthetic Data Diversity on LLM Fine-Tuning. 7265-7293 - Woojin Lee, Jin-Xia Huang:
SolidCoder: Bridging the Mental-Reality Gap in LLM Code Generation through Concrete Execution. 7294-7316 - Yuanmin Tang, Jue Zhang, Xiaoting Qin, Jing Yu, Meikang Qiu, Gaopeng Gou, Gang Xiong, Qingwei Lin, Saravan Rajmohan, Dongmei Zhang, Qi Wu:
EgoMemory: Memory-Augmented Personalized Retrieval for Long-Context Egocentric Video. 7317-7349 - Chengbing Wang, Wuqiang Zheng, Yang Zhang, Fengbin Zhu, Junyi Cheng, Yi Xie, Wenjie Wang, Fuli Feng:
PERM: Psychology-grounded Empathetic Reward Modeling for Large Language Models. 7350-7373 - Shaomu Tan, Ryosuke Mitani, Ritvik Choudhary, Qiyu Wu, Toshiyuki Sekiya, Christof Monz:
Remedy-R: Generative Reasoning for Machine Translation Evaluation without Error Annotations. 7374-7398 - Weijie Liang, Yuanfeng Song, Xing Chen, Caleb Chen Cao, Sirui Han, Yike Guo:
VizoMem: A Visual-Textual Memory Framework for Efficient Long-Horizon Reasoning. 7399-7422 - Anurag Das, Adrian Bulat, Alberto Baldrati, Ioannis Maniadis Metaxas, Bernt Schiele, Georgios Tzimiropoulos, Brais Martínez:
More Images, More Problems? A Controlled Analysis of VLM Failure Modes. 7423-7442 - Guan Huang, Tao Shu:
EOP-LLM: Energy Oriented Pruning for Large Language Models. 7443-7464 - Chiyuan Fu, Lyuhao Chen, Yunze Xiao, Weihao Xuan, Carlos Busso, Mona T. Diab:
Sentipolis: Emotion-Aware Agents for Social Simulations. 7465-7494 - Yuyang Wu, Xiaoliang Wang, Cam-Tu Nguyen:
Bidirectional Semantic Enhancement for Schema Routing Across Large-Scale Databases. 7495-7509 - Wei Fan, Wenlin Yao, Zheng Li, Feng Yao, Xin Liu, Liang Qiu, Qingyu Yin, Yangqiu Song, Bing Yin:
DeepPlanner: Scaling Planning Capability for Deep Research Agents via Advantage Shaping. 7510-7525 - Shengyue Guan, Yihao Liu, Lang Cao:
SupChain-Bench: Benchmarking Large Language Models for Real-World Supply Chain Management. 7526-7550 - Judith Sieker, Sina Zarrieß:
How Hypocritical Is Your LLM judge? Listener-Speaker Asymmetries in the Pragmatic Competence of Large Language Models. 7551-7565 - Junchen Zhao, Ali Derakhshan, Jayden Kana Hyman, Junhao Dong, Sangeetha Abdu Jyothi, Ian G. Harris:
CoopQ: Cooperative Game Inspired Layerwise Mixed Precision Quantization for LLMs. 7566-7578 - Wenshuai Huo, Xiaocheng Feng, Baohang Li, Chengpeng Fu, Yichong Huang, Hui Wang, Bing Qin:
Breaking Language Preference in Multilingual RAG via Language-Controllable Retrieval and Language-Agnostic Reasoning. 7579-7589 - Ivo Bueno, Babette Bühler, Philipp Stark, Tim Fütterer, Ulrich Trautwein, Dorottya Demszky, Heather Hill, Enkelejda Kasneci:
From Scoring to Explanations: Evaluating SHAP and LLM Rationales for Rubric-based Teaching Quality Assessment. 7590-7606 - Dongfang Li, Zixuan Liu, Gang Lin, Baotian Hu, Min Zhang:
LycheeCluster: Efficient Long-Context Inference with Structure-Aware Chunking and Hierarchical KV Indexing. 7607-7623 - Hanhua Hong, Yizhi LI, Jiaoyan Chen, Sophia Ananiadou, Xiaoli Li, Jung-jae Kim, Chenghua Lin:
HiRAS: A Hierarchical Multi-Agent Framework for Paper-to-Code Generation and Execution. 7624-7652 - Jiacheng Liu, Zichen Tang, Zhongjun Yang, Xinyi Hu, Xueyuan Lin, Linwei Jia, Ruofei Bai, Rongjin Li, Shiyao Peng, Haocheng Gao, Haihong E:
RoadMapper: A Multi-Agent System for Roadmap Generation of Solving Complex Research Problems. 7653-7676 - Weichuan Wang, Mingyang Liu, Chen Ma, Linqi Song:
On Temperature-Constrained Non-Deterministic Machine Translation: Potential and Evaluation. 7677-7701 - Ryuto Koike, Masahiro Kaneko, Ayana Niwa, Preslav Nakov, Naoaki Okazaki:
ExaGPT: Example-Based Machine-Generated Text Detection for Human Interpretability. 7702-7715 - Mengqi Liao, Lu Wang, Chaoyun Zhang, Bo Qiao, Si Qin, Qingwei Lin, Saravan Rajmohan, Dongmei Zhang, Huaiyu Wan:
Zipage: Maintain High Request Concurrency for LLM Reasoning through Compressed PagedAttention. 7716-7737 - Tomer Wullach, Ori Shapira, Amir David Nissan Cohen:
The Overlooked Role of Graded Relevance Thresholds in Multilingual Dense Retrieval. 7738-7750 - Cong Wan, Ying He, Zhongzhan Huang, Hefeng Wu:
Test-Time Scaling in Multimodal Foundation Models: A Comprehensive Survey of Generation and Reasoning. 7751-7767 - Wei Xia, Jin Wu, Haoran Shi, Xiangyu Wang, Chanjin Zheng:
PsyScore: A Psychometrically-Aware Framework for Trait-Adaptive Essay Scoring and ZPD-Scaffolded Feedback. 7768-7786 - Junzhe Jiang, Chang Yang, Aixin Cui, Sihan Jin, Yujing Zhang, Yilin Xiao, Ruiyu Wang, Bo Li, Xiao Huang, Danny Dongning Sun, Xinrun Wang:
FinMaster: A Holistic Benchmark for Full-Pipeline Financial Management with Large Language Models. 7787-7844 - Jizhou Tong, Sirui Zou:
PersonaForge: Psychology-Grounded Dual-Process Architecture for Personality-Consistent Role-Playing Agents. 7845-7874 - Yifeng Chen, Sicheng Wan, Tianyi Zhang, Xuezhou Zhang:
Graph Explorer: Training Faithful KG Agents with Visibility-Grounded Supervision. 7875-7890 - Xiaofan Zhou, Lu Cheng:
Robust Uncertainty Quantification for Self-Evolving Large Language Models via Continual Domain Pretraining. 7891-7908 - Yuxiang Wang, Xinnan Dai, Wenqi Fan, Yao Ma:
Exploring Graph Learning Tasks with Pure LLMs: A Comprehensive Benchmark and Investigation. 7909-7942 - Jie Deng, Hanshuang Tong, Jun Li, Shining Liang, Ning Wu, Hongzhi Li, Yutao Xie:
Beyond Rejection Sampling: Trajectory Fusion for Scaling Mathematical Reasoning. 7943-7959 - Yihua Zhang, Mingfu Liang, Jiyan Yang, Rong Jin, Wen-Yen Chen, Yiping Han, Huayu Li, Buyun Zhang, Liang Luo, Luke Simon, Sijia Liu, Tianlong Chen, Xi Liu:
ReasonRec: A Reasoning-Augmented Multimodal Agent for Unified Recommendation. 7960-7980 - Li Zhang, Longxi Gao, Mengwei Xu:
Does Chain-of-Thought Reasoning Help Mobile GUI Agents? An Empirical Study. 7981-7996 - Jiaxin Ye, Weihai Li, Ying Wang, Simeng Qin, Zhitao Zeng, Zikai Xu:
Asymmetric Relational-Geometry Driven Universal Adversarial Perturbations for Vision-Language Models. 7997-8014 - Lei Xiong, Huaying Yuan, Zheng Liu, Zhao Cao, Zhicheng Dou:
PaperScope: A Multi-Modal Multi-Document Benchmark for Agentic Deep Research Across Massive Scientific Papers. 8015-8040 - Zhongxiang Sun, Yi Zhan, Chenglei Shen, Weijie Yu, Xiao Zhang, Ming He, Jun Xu:
When Personalization Misleads: Understanding and Mitigating Hallucinations in Personalized LLMs. 8041-8060 - Yiding Wang, Yuxuan Chen, Fanxu Meng, Xifan Chen, Xiaolei Yang, Muhan Zhang:
Law in Silico: Simulating Legal Society with LLM-Based Agents. 8061-8104 - Yaning Pan, Qianqian Xie, Guohui Zhang, Zekun Moore Wang, Yongqian Wen, Yuanxing Zhang, Haoxuan Hu, Zhiyu Pan, Yibing Huang, Zhidong Gan, Yonghong Lin, An Ping, Shihao Li, Yanghai Wang, Tianhao Peng, Jiaheng Liu:
MT-Video-Bench: A Holistic Video Understanding Benchmark for Evaluating Multimodal LLMs in Multi-Turn Dialogues. 8105-8126 - Yuanye Xu, Linyi Guo, Yue Zhang, Fu Ning:
Query-Aware Graph Attention for Precise Subgraph Retrieval in Knowledge-Augmented Reasoning. 8127-8148 - Gilat Toker, Nitay Calderon, Ohad Amosy, Roi Reichart:
LIBERTy: A Causal Framework for Benchmarking Concept-Based Explanations of LLMs with Structural Counterfactuals. 8149-8186 - Yi Lin, Lujin Zhao, Yijie Shi:
Contract-Coding: Towards Repo-Level Generation via Structured Symbolic Paradigm. 8187-8206 - Gabriel Loiseau, Damien Sileo, Damien Riquet, Maxime Meyer, Marc Tommasi:
Adaptive Text Anonymization: Learning Privacy-Utility Trade-offs via Prompt Optimization. 8207-8229 - Weihan Peng, Yuling Shi, Yuhang Wang, Xinyun Zhang, Beijun Shen, Xiaodong Gu:
SWE-QA: Can Language Models Answer Repository-level Code Questions? 8230-8245 - Ryo Kamoi, Yusen Zhang, Nan Zhang, Sarkar Snigdha Sarathi Das, Ranran Haoran Zhang, Wenpeng Yin, Rui Zhang:
Efficient PRM Training Data Synthesis via Formal Verification. 8246-8265 - Xin Dai, Pengcheng Huang, Zhenghao Liu, Shuo Wang, Yukun Yan, Chaojun Xiao, Yu Gu, Ge Yu, Maosong Sun:
Revealing the Attention Floating Mechanism in Masked Diffusion Models. 8266-8286 - Mu Zhang, Yuxiang Chu, Guangya Yu, Yongqi Fan, Weiyan Zhang, Hang Hu, Tong Ruan, Jingping Liu:
Balancing Knowledge Breadth and Task Depth for Effective Domain Adaptation Fine-Tuning. 8287-8304 - Jason Liartis, Eirini Kaldeli, Lambrini Gyftokosta, Eleftherios Chelioudakis, Orfeas Menis-Mastromichalakis:
Explain the Flag: Contextualizing Hate Speech Beyond Censorship. 8305-8325 - Xiaoshuai Song, Haofei Chang, Guanting Dong, Yutao Zhu, Ji-Rong Wen, Zhicheng Dou:
EnvScaler: Scaling Tool-Interactive Environments for LLM Agent via Programmatic Synthesis. 8326-8357 - Haochen Zou, Yongli Wang:
Iterative Knowledge Graph Refinement and Integration for Medical Question Answering. 8358-8374 - Yuqi Xiong, Chunyi Peng, Zhipeng Xu, Zhenghao Liu, Zulong Chen, Yukun Yan, Shuo Wang, Yu Gu, Ge Yu:
Lang2Act: Fine-Grained Visual Reasoning through Self-Emergent Linguistic Toolchains. 8375-8399 - Junjie Li, Xinrui Guo, Yuhao Wu, Roy Ka-Wei Lee, Hongzhi Li, Yutao Xie:
Lost in Stories: Consistency Bugs in Long Story Generation by LLMs. 8400-8428 - Kaiyuan Zhang, Jiaqi Li, Yueyue Wu, Haitao Li, Cheng Luo, Shaokun Zou, Yujia Zhou, Weihang Su, Yiqun Liu, Qingyao Ai:
Chinese Court Simulation with LLM-Based Agents System. 8429-8454 - Han Luo, Guy Laban:
SPASM: Stable Persona-driven Agent Simulation for Multi-turn Dialogue Generation. 8455-8475 - Xingmeng Zhao, Tongnian Wang, Daniel Schumacher, Veronica Rammouz, Anthony Rios:
Telling Speculative Stories to Help Humans Imagine the Harms of Healthcare AI. 8476-8516 - Agam Goyal, Koyel Mukherjee, Apoorv Saxena, Anirudh Phukan, Eshwar Chandrasekharan, Hari Sundaram:
Masking or Mitigating? Deconstructing the Impact of Query Rewriting on Retriever Biases in RAG. 8517-8530 - Prabhu Prakash Kagitha, Bo Sun, Ishan Desai, Andrew Zhu, Cassie Huang, Manling Li, Ziyang Li, Li Zhang:
Unifying Inference-Time Planning Language Generation. 8531-8574 - Zhengwei Zou, Xuanming Jiang, Baoyi An, Dingyu Nie, Zhengxing Fang, Qingyu Liu, Xueming Qian, Guoshuai Zhao, Zhongyu Yang:
EmoRes: Toward Adaptive Psychological Support via User-Agnostic Benchmark and Topic-Mining Agent. 8575-8586 - Xuanming Zhang, Shwan Ashrafi, Aziza Mirsaidova, Amir Rezaeian, Miguel Ballesteros, Lydia B. Chilton, Zhou Yu, Dan Roth:
Budget-Aware Anytime Reasoning with LLM-Synthesized Preference Data. 8587-8599 - Qian Tan, Lei Jiang, Yuting Zeng, Shuoyang Ding, Xiaohua Xu:
Mitigating Cultural Bias in LLMs via Multi-Agent Cultural Debate. 8600-8612 - Renhao Li, Jianhong Tu, Yang Su, Yantao Liu, Fei Huang, Hamid Alinejad-Rokny, Derek F. Wong, Junyang Lin, Min Yang:
ToolRM: Towards Agentic Tool-Use Reward Modeling. 8613-8640 - Zhongyu Wang:
MDocRAG-RL: Empowering Multi-Modal Document RAG via Complex Visual Reasoning with Reinforcement Learning. 8641-8651 - Jingwei Song, Xinyu Wang, Hanbin Wang, Xiaoxuan Lei, Tianyu Shi, Shixin Han, Eric Yang, Xiao-Wen Chang, Lynn Ai:
MARS: Unleashing the Power of Speculative Decoding via Margin-Aware Verification. 8652-8663 - Maharshi Gor, Yoo Yeon Sung, Yu Hou, Eve Fleisig, Zhu Irene Ying, Tianyi Zhou, Jordan Lee Boyd-Graber:
AI, Take the Wheel: What Drives Delegation and Trust in Human-Computer Cooperative Question Answering? 8664-8689 - Chongsheng Zhang, Hao Wang, Zelong Yu, Esteban Garces Arias, Julian Rodemann, Zhanshuo Zhang, Qilong Li, Gaojuan Fan, Krikamol Muandet, Christian Heumann:
Self-Reinforcing Controllable Synthesis of Rare Relational Data via Bayesian Calibration. 8690-8711 - Zhichen Liu, Kaitong Qin, Linhan He, Yang Xu:
WaveDetect: Robust Framework for Machine-Generated Text Detection via Wavelet Transform. 8712-8727 - Jiale Chang, Ying Li, Siliang Tang, Yueting Zhuang:
AHEAD: Attention Head Energy-Aware Dynamics for Hallucination Mitigation in MLLMs. 8728-8739 - Ruiyang Huang, Chenxi Wang, Tinghe Zhang, Fengrui Liu, Jiayan Sun, Haocheng Wang, Yifan Wu:
TopoSHIELD: Reshaping the Flow of Malice via Spatio-Temporal Risk-Aware Topological Evolution in Multi-Agent Systems. 8740-8768 - Edward Y. Chang:
Diagnosing and Mitigating Sycophancy and Skepticism in LLM Causal Judgment. 8769-8789 - Yuhao Wu, Yushi Bai, Zhiqiang Hu, Juanzi Li, Roy Ka-Wei Lee:
SuperWriter: Reflection-Driven Long-Form Generation with Large Language Models. 8790-8812 - Zhixiong Zhuang, Maria-Irina Nicolae, Hui-Po Wang, Mario Fritz:
ProxyPrompt: Securing System Prompts against Prompt Extraction Attacks. 8813-8845 - Lifan Chen, Wei Ding, Jingwen Yang, Xiuze Zhou, Jingan Chen, Fan Lin:
Cogito: A Cognitive Agentic Framework Driven by Dynamic Graph of Thoughts for Financial Report Generation. 8846-8860 - Zhiyi Duan, Xiangren Wang, Jiangshan Guan, Bing Jia, Qianli Xing:
From Coarse to Fine: A Multi-Granularity Multimodal Framework for Teacher Sentiment Analysis. 8861-8876 - Atharva Naik, Prakam, Yash Mathur, Darsh Agrawal, Manav Nitin Kapadnis, Yuwei An, Clayton Marr, Carolyn P. Rosé, David R. Mortensen:
PBEBench: A Multi-Step Programming by Examples Reasoning Benchmark inspired by Historical Linguistics. 8877-8918 - Kaiyue Sun, Rongyao Fang, Chengqi Duan, Xian Liu, Aoxue Li, Xihui Liu:
T2I-ReasonBench: Benchmarking Reasoning-Informed Text-to-Image Generation. 8919-8944 - Zeqi Chen, Zhaoyang Chu, Yi Gui, Feng Guo, Yao Wan, Chuan Shi:
CGBridge: Bridging Code Graphs and Large Language Models for Better Structure-Aware Code Understanding. 8945-8966 - Yassine Bouziane, Youness Moukafih, Mounir Ghogho:
Candidate-Aware Retrieval and Reranking for Multiple-Choice Question Answering: Arabic as a Case Study. 8967-8977 - Zhen Bi, Zhenlin Hu, Xueshu Chen, Mingyang Chen, Cheng Deng, Yida Xue, Zhen Wang, Qing Shen, Ningyu Zhang, Jungang Lou:
Logical Structure as Knowledge: Enhancing LLM Reasoning via Structured Logical Knowledge Density Estimation. 8978-8999 - Zhihan Zhou, Daqian Shi, Lida Shi, Rui Song, Peiqiang Qiu, Xiaolei Diao, Hao Xu:
ACSE: An Ancient Character Semantic-Aware Embedding for Large Language Models. 9000-9012 - Yifei Zhang, Xu Yang, Xiao Yang, Bowen Xian, Qizheng Li, Shikai Fang, Jingyuan Li, Jian Wang, Minrui Xu, Yuge Zhang, Weiqing Liu, Jiang Bian:
Reasoning as Gradient: Scaling MLE Agents Beyond Tree Search. 9013-9038 - Mingzi Zuo, Lei Zhang, Hailiang Sun, Shengzhi Huo, Changyu Dong, Xin Wang, Bo Wang, Hao Liu:
Speak No Evil, Just Prompt: Low-resource Multilingual Toxic Speech Detection with Audio Language Model. 9039-9053 - Haoqin Sun, Jinghua Zhao, Xuechen Wang, Shiwan Zhao, Jiaming Zhou, Hui Wang, Xi Yang, Yequan Wang, Yonghua Lin:
EmotionTalk: An Interactive Chinese Multimodal Emotion Dataset With Rich Annotations. 9054-9071 - Chenyang Yang, Yike Shi, Qianou Ma, Michael Xieyang Liu, Christian Kästner, Tongshuang Wu:
What Prompts Don't Say: Understanding and Managing Underspecification in LLM Prompts. 9072-9101 - Jiacheng Shi, Hongfei Du, Xinyuan Song, Y. Alicia Hong, Yanfu Zhang, Ashley Gao:
AffectCodec: Emotion-Preserving Neural Speech Codec for Expressive Speech Modeling. 9102-9124 - Fengran Mo, Yifan Gao, Sha Li, Hansi Zeng, Xin Liu, Zhaoxuan Tan, Xian Li, Jianshu Chen, Dakuo Wang, Meng Jiang:
Agentic Conversational Search with Contextualized Reasoning via Reinforcement Learning. 9125-9138 - Ali Al-Lawati, Suhang Wang:
Do Multimodal RAG Systems Leak Data? A Comprehensive Evaluation of Membership Inference and Image Caption Retrieval Attacks. 9139-9154 - Weihao Liu, Junrui Wei, Zhao Zhang, Ju Zhang:
PED: Route-Decoupled Diagnostics for Persona Consistency in Spoken Agents. 9155-9168 - Hubert Plisiecki, Maria Leniarska, Jan Piotrowski, Marcin Zajenkowski:
Interpretable Semantic Gradients in SSD: A PCA Sweep Approach and a Case Study on AI Discourse. 9169-9177 - Hongru Wang, Rui Wang, Jushi Kai, Boyang Xue, Yongqi Li, Shijue Huang, Xiaoteng Ma, Jeff Z. Pan, Amos Storkey:
Self-Sum: Teaching an Agent to Decide Itself When and What to Summarize. 9178-9192 - Yang Zhang, Mersin Konomi, Christos Xypolopoulos, Konstantinos Divriotis, Konstantinos Skianis, Giannis Nikolentzos, Giorgos Stamou, Guokan Shang, Michalis Vazirgiannis:
GreekMMLU: A Native-Sourced Multitask Benchmark for Evaluating Language Models in Greek. 9193-9217 - Xu Pan, Jingxuan Fan, Zidi Xiong, Ely Hahami, Jorin Overwiening, Ziqian Xie:
User-Assistant Bias in LLMs. 9218-9241 - Benjamin Shiue-Hal Chou, Yi Zhu, Surya Koppisetti:
ICLAD: In-Context Learning with Comparison-Guidance for Audio Deepfake Detection. 9242-9256 - Haitao Li, Chunxiang Jin, Chenglin Li, Wenhao Guan, Zhengxing Huang, Xie Chen:
ReStyle-TTS: Relative and Continuous Style Control for Zero-Shot Speech Synthesis. 9257-9269 - Tunazzina Islam:
Who Gets Which Message? Auditing Demographic Bias in LLM-Generated Targeted Text. 9270-9297 - Ye Yuan, Mohammad Amin Shabani, Siqi Liu:
FACTS: Table Summarization via Offline Template Generation with Agentic Workflows. 9298-9315 - Leonardo Bertolazzi, Sandro Pezzelle, Raffaella Bernardi:
How Language Models Conflate Logical Validity with Plausibility: A Representational Analysis of Content Effects. 9316-9347 - Xuhao Hu, Peng Wang, Xiaoya Lu, Dongrui Liu, Xuanjing Huang, Jing Shao:
LLMs Deceive Unintentionally: Emergent Misalignment in Dishonesty from Misaligned Samples to Biased Human-AI Interactions. 9348-9372 - Zheye Deng, Weixiang Yan, Changlong Yu, Jiashu Wang:
AlphaQuanter: An End-to-End Tool-Augmented Agentic Reinforcement Learning Framework for Stock Trading. 9373-9394 - Ji Huang, Mengfei Li, Shuai Shao:
Distribution Shift Alignment Helps LLMs Simulate Survey Response Distributions. 9395-9409 - Yuxuan Dong, Xinyu Zhang, Lingling Zhang, Han Lai, Pengyu Li, Bifan Wei, Yaqiang Wu, Jun Liu:
PhysPRM: A Generative Process Reward Model with Fine-grained Diagnosis for Physics Problem Solving. 9410-9427 - Yusheng Zhao, Jian Zhao, Tianle Zhang, Feng Wei, Xuelong Li:
The Mark Fades: Adaptive Evolutionary Paraphrase-based Attack against LLM Watermarks. 9428-9445 - Jun Gao, Yun Peng, Qian Qiao, Changhai Zhou, Yuhua Zhou, Shiyang Zhang, Shichao Weng, Zhenchang Xing, Xiaoxue Ren:
CoRE: A Fine-Grained Code Reasoning Benchmark Beyond Output Prediction. 9446-9459 - Weilei He, Feng Ju, Zhiyuan Fan, Rui Min, Minhao Cheng:
Empowering Reliable Visual-Centric Instruction Following in MLLMs. 9460-9482 - Emre Can Acikgoz, Cheng Qian, Heng Ji, Dilek Hakkani-Tür, Gokhan Tur:
TT-SI: Self-Improving LLM Agents with Test-Time Training. 9483-9508 - Honghao Liu, Chengjin Xu, Xuhui Jiang, Cehao Yang, Shengming Yin, Zhengwu Ma, Lionel Ni, Jian Guo:
Conflicts Make Large Reasoning Models Vulnerable to Attacks. 9509-9531 - Ryan Soh-Eun Shim, Kwanghee Choi, Kalvin Chang, Ming-Hao Hsu, Florian Eichin, Zhizheng Wu, Alane Suhr, Michael A. Hedderich, David Harwath, David R. Mortensen, Barbara Plank:
Linear Script Representations in Speech Foundation Models Enable Zero-Shot Transliteration. 9532-9544 - Mamadou K. Keita, Christopher M. Homan, Huy Le:
NSL-MT: Linguistically Informed Negative Samples for Efficient Machine Translation in African Low-Resource Languages. 9545-9560 - Xuan Zhao, Jiashun Chen, Wanting Xu, Huiyuan Yan, Chaowei Fang, Xing Wei:
EduMARS: Can Vision-Language Models Grade Like Teachers? Benchmarking Multimodal, Rubric-Based Assessment on Chinese K-12 Answers. 9561-9583 - Kangda Wei, Ruihong Huang:
MMR-GRPO: Accelerating GRPO-Style Training through Diversity-Aware Reward Reweighting. 9584-9605 - Qingyu Meng, Min Chen, Dingming Liu, Yifan Mo, Yue Su, Xin Sun, Koen V. Hindriks, Jiahuan Pei:
StoryMI: Steerable Multi-Agent Therapeutic Dialogue Generation. 9606-9623 - Ashutosh Hathidara, Julien Yu, Sebastian Schreiber:
Disambiguation-Centric Finetuning Makes Enterprise Tool-Calling LLMs More Realistic and Less Risky. 9624-9652 - Yanming Liu, Xinyue Peng, Jiannan Cao, Xinyi Wang, Songhang Deng, Jintao Chen, Jianwei Yin, Xuhong Zhang:
ToolGate: Contract-Grounded and Verified Tool Execution for LLMs. 9653-9684 - Wenlong Shi, Jianxun Lian, Mingqi Wu, Haiming Qin, Mingyang Zhou, Xing Xie, Naipeng Chao, Hao Liao:
PersonaArena: Dynamic Simulation for Evaluating and Enhancing Persona-Level Role-Playing in Large Language Models. 9685-9719 - Shanshan Wang, Derek F. Wong, Jingming Yao, Lidia S. Chao:
Poller: Are LLMs Suitable for Evaluating Poetry Understanding Task? 9720-9735 - Yufei Tao, Ameeta Agrawal:
No-Worse Context-Aware Decoding: Preventing Neutral Regression in Context-Conditioned Generation. 9736-9751 - Sondos Mahmoud Bsharat, Zhiqiang Shen:
Prompting Test-Time Scaling Is A Strong LLM Reasoning Data Augmentation. 9752-9776 - Kaiyuan Tian, Linbo Qiao, Yu Tang, Gongqingjian Jiang, Baihui Liu, Yifu Gao, Xialin Su, Dongsheng Li:
GRASS: Gradient-based Adaptive Layer-wise Importance Sampling for Memory-efficient Large Language Model Fine-tuning. 9777-9790 - Alistair Plum, Felicia Körner, Anne-Marie Lutgen, Laura Bernardy, Fred Philippy, Emilia Milano, Nils Rehlinger, Cedric Lothritz, Tharindu Ranasinghe, Barbara Plank, Christoph Purschke:
ltzGLUE: Luxembourgish General Language Understanding Evaluation. 9791-9807 - Wenyue Xu, Xu Wan, Wei Wang, Wenqi Huang, Wotao Yin, Shengjie Zhao, Mingyang Sun:
AdapThink: Adaptive Thinking Preferences for Reasoning Language Models. 9808-9825 - Jucheng Shen, Gaurav Sarkar, Yeonju Ro, Sharath Nittur Sridhar, Zhangyang Wang, Aditya Akella, Souvik Kundu:
Improving the Throughput of Diffusion-based Large Language Models via a Training-Free Confidence-Aware Calibration. 9826-9837 - Zhiwei Liu, Yupeng Cao, Yuechen Jiang, Mohsinul Kabir, Polydoros Giannouris, Chen Xu, Ziyang Xu, Tianlei Zhu, Md. Tariquzzaman, Triantafillos Papadopoulos, Yan Wang, Lingfei Qian, Xueqing Peng, Zhuohan Xie, Ye Yuan, Saeed Almheiri, Abdulrazzaq Alnajjar, Mingbin Chen, Harry Stuart, Paul Thompson, Prayag Tiwari, Alejandro Lopez-Lira, Xue Liu, Jimin Huang, Sophia Ananiadou:
Same Claim, Different Judgment: Benchmarking Scenario-Induced Bias in Multilingual Financial Misinformation Detection. 9838-9864 - Xingchen Xiao, Heyan Huang, Runheng Liu, Jincheng Xie:
MASS-RAG: Multi-Agent Synthesis Retrieval-Augmented Generation. 9865-9883 - Junyoung Kim, Anton Korikov, Jiazhou Liang, Justin Cui, Yifan Simon Liu, Qianfeng Wen, Mark Zhao, Scott Sanner:
Bayesian Active Learning with Gaussian Processes Guided by LLM Relevance Scoring for Dense Passage Retrieval. 9884-9898 - Tunazzina Islam:
Reasoning-Based Refinement of Unsupervised Text Clusters with LLMs. 9899-9917 - Xiaowen Ma, Yunpu Ma, Chenyang Lin, Sikuan Yan, Jinhe Bi, Zixuan Cao, Yijun Tian, Volker Tresp, Hinrich Schütze:
Self-Evolving Multi-Agent Systems via Textual Backpropagation. 9918-9951 - Zhenjiang Mao, Anirudhh Venkat, Artem Bisliouk, Sindhura Kumbakonam Subramanian, Akshat Kothiyal, Saithej Singhu, Ivan Ruchkin:
Confidence over Time: Confidence Calibration with Temporal Logic for Large Language Model Reasoning. 9952-9976 - Yuntao Du, Zitao Li, Bolin Ding, Yaliang Li, Hanshen Xiao, Jingren Zhou, Ninghui Li:
Automated Profile Inference with Language Model Agents. 9977-10000 - Yahan Zheng, John J. Guerrerio, Soroush Vosoughi, Weicheng Ma:
When Debiasing Backfires: Counterintuitive Side Effects of Preprocessing-Based Stereotype Mitigation. 10001-10021 - Jian Yang, Shuyue Guo, Linzheng Chai, Wei Zhang, Aishan Liu, Chuan Hao, Zhoujun Li, Xin Zhao, Xianglong Liu, Weifeng Lv, Bryan Dai:
Scaling Laws for Code: Every Programming Language Matters. 10022-10032 - Wenbo Zhang, Hengrui Cai, Wenyu Chen:
Beyond the Singular: Revealing the Value of Multiple Generations in Benchmark Evaluation. 10033-10043 - Iago Alves Brito, Walcy Santos Rezende Rios, Julia Soares Dollis, Diogo Fernandes Costa Silva, Arlindo Rodrigues Galvão Filho:
Safety Is Not Universal: The Selective Safety Trap in LLM Alignment. 10044-10065 - Yuanchen Wu, Saurabh Verma, Justin Lee, Fangzhou Xiong, Poppy Zhang, Amel Awadelkarim, Xu Chen, Yubai Yuan, Shawndra Hill:
LLM Prompt Duel Optimizer: Efficient Label-Free Prompt Optimization. 10066-10089 - Neda Jamshidi, Anders Søgaard, Monica Bianchini:
FrameNet-Cultures: A Benchmark for Evaluating LLMs via Cross-Cultural Frame Semantics. 10090-10131 - Sachin Kumar:
Meta-Tool: Efficient Few-Shot Tool Adaptation for Small Language Models. 10132-10147 - Hayden S. Helm, Tianyi Chen, Harvey McGuinness, Paige Lee, Brandon Duderstadt, Carey E. Priebe:
Toward A Digital Twin of U.S. Congress. 10148-10160 - Yuxuan Zhu, David H. Yang, Mohammad Mohammadi Amiri, Keerthiram Murugesan, Tejaswini Pedapati, Pin-Yu Chen:
OjaKV: Context-Aware Online Low-Rank KV Cache Compression. 10161-10178 - Manoj Saravanan, Rohit Kumar Salla, Ramya Manasa Amancherla:
AURORA: Neuro-Symbolic Continual Indexing for Evolving RAG Systems. 10179-10195 - Sebastian Antony Joseph, Lily Chen, Barry Wei, Michael Mackert, Iain James Marshall, Paul Pu Liang, Ramez Kouzy, Byron C. Wallace, Junyi Jessy Li:
Decide less, communicate more: On the construct validity of end-to-end fact-checking in medicine. 10196-10221 - Yujun Hu, Xiaoyu Zhou, Changbo Wang, Gaoqi He:
K-GIP: Diagnosing Logical Fractures in Large Vision-Language Models via Verification Scene Graphs and Sequential Pruning. 10222-10236 - Junlong Tong, Zilong Wang, YuJie Ren, Peiran Yin, Hao Wu, Wei Zhang, Xiaoyu Shen:
From Static Inference to Dynamic Interaction: A Survey of Streaming Large Language Models. 10237-10263 - Zhonghao Zhan, Huichi Zhou, Zhenhao Li, Peiyuan Jing, Krinos Li, Hamed Haddadi:
How Adversarial Environments Mislead Agentic AI? 10264-10280 - Zhongwei Xie, Ruihao Liao, Zimo Wang, Chong Chen, Xian-Sheng Hua, Xiao Luo:
GALA: Geometric Data Selection with Strategic Prospecting for Large Language Model Self-training. 10281-10293 - G. M. Shahariar, Zabir Al Nazi, Md. Olid Hasan Bhuiyan, Zhouxing Shi:
PII-VisBench: Evaluating Personally Identifiable Information Safety in Vision Language Models Along a Continuum of Visibility. 10294-10316 - Hengyuan Zhang, Zhihao Zhang, Ercong Nie, Mingyang Wang, Zunhai Su, Yiwei Wang, Qianli Wang, Shuzhou Yuan, Xufeng Duan, Qibo Xue, Zeping Yu, Chenming Shang, Xiao Liang, Jing Xiong, Hui Shen, Chaofan Tao, Zhengwu Liu, Senjie Jin, Zhiheng Xi, Dongdong Zhang, Sophia Ananiadou, Tao Gui, Ruobing Xie, Hayden Kwok-Hay So, Hinrich Schütze, Xuanjing Huang, Qi Zhang, Ngai Wong:
Locate, Steer, and Improve: A Practical Survey of Actionable Mechanistic Interpretability in Large Language Models. 10317-10362 - Sara Rosenthal, Yannis Katsis, Vraj Shah, Lihong He, Lucian Popa, Marina Danilevsky:
MTRAG-UN: A Benchmark for Open Challenges in Multi-Turn RAG Conversations. 10363-10369 - Zory Zhang, Pinyuan Feng, Bingyang Wang, Tianwei Zhao, Suyang Yu, Qingying Gao, Hokin Deng, Ziqiao Ma, Yijiang Li, Dezhi Luo:
Vision-Language Models Mistake Head Orientation for Gaze Direction: Nonverbal Conversation Cues. 10370-10389 - Yu Huo, Kun Zeng, Siyu Zhang, Yuquan Lu, Cheng Yang, Yifu Guo, Xiaoying Tang:
RepoShapley: Shapley-Enhanced Context Filtering for Repository-Level Code Completion. 10390-10412 - Tinghao Xie, Yueqi Xie, Alireza Zareian, Shuming Hu, Felix Juefei-Xu, Xiaowen Lin, Ankit Jain, Prateek Mittal, Li Chen:
Red-Teaming NSFW Image Classifiers as Text-to-Image Safeguards. 10413-10441 - Hanshu Rao, Guangzeng Han, Xiaolei Huang:
Model-Agnostic Meta Learning for Class Imbalance Adaptation. 10442-10456 - Yanjun Zhao, Tianxin Wei, Jiaru Zou, Xuying Ning, Yuanchen Bei, Lingjie Chen, Simmi Rana, Wendy H. Yang, Hanghang Tong, Jingrui He:
PAPERMIND: Benchmarking Agentic Reasoning and Critique over Scientific Papers in Multimodal LLMs. 10457-10474 - Guanhua Chen, Chuyue Huang, Yutong Yao, Shudong Liu, Xueqing Song, Lidia S. Chao, Derek F. Wong:
From Scenes to Elements: Multi-Granularity Evidence Retrieval for Verifiable Multimodal RAG. 10475-10491 - Chan-Wei Hu, Zhengzhong Tu:
Region-R1: Reinforcing Query-Side Region Cropping for Multi-Modal Re-Ranking. 10492-10505 - Yingqian Cui, Zhenwei Dai, Pengfei He, Bing He, Hui Liu, Zhan Shi, Xianfeng Tang, Jingying Zeng, Suhang Wang, Yue Xing, Jiliang Tang, Benoit Dumoulin:
A Reward-Guided Dual-Phase Framework for Adaptive Inference-Time Reasoning. 10506-10531 - Nir Mazor, Tom Hope:
LVLM-Aware Multimodal Retrieval for RAG-Based Medical Diagnosis with General-Purpose Models. 10532-10553 - Sanjeda Akter, Ibne Farabi Shihab, Anuj Sharma:
Detecting Proxy Gaming in RL and LLM Alignment via Evaluator Stress Tests. 10554-10583 - Inderjeet Jayakumar Nair, Lu Wang:
Do Language Models Think Consistently? A Study of Value Preferences Across Varying Response Lengths. 10584-10613 - Hang Wang, Utkarsh Garg, Reza Davari, Huitian Jiao, Hao Cheng, Baolin Peng, Si-Qing Chen, Tao Ge:
LEDGER: Scaling Agentic Document Editing with Dependency-aware Graph Retrieval. 10614-10644 - Vishal Pramanik, Maisha Maliha, Nathaniel D. Bastian, Alvaro Velasquez, Susmit Jha, Sumit Kumar Jha:
NSF-CoT: Neuro-Symbolic Formal Verification of Chain-of-Thought Faithfulness in Contextual Question Answering. 10645-10663 - Xinyu Zhao, Kangqi Ni, Jie Peng, Ang Li, Tianlong Chen:
Learning Flexible Large Multimodal Models with Arbitrary Modality Combinations. 10664-10678 - Varshini Reddy, Craig W. Schmidt, Seth Ebner, Adam Wiemerslage, Yuval Pinter, Chris Tanner:
1,729 vs. 1729: The Effect of Scripts and Formats on LLM Numeracy. 10679-10696 - Yibo Peng, Peng Xia, Ding Zhong, Kaide Zeng, Siwei Han, Yiyang Zhou, Jiaqi Liu, Ruiyi Zhang, Huaxiu Yao:
SimpleOCR: Rendering Visual Questions to Teach MLLMs to Read. 10697-10710 - Pei-Fu Guo, Ya-An Tsai, Chun-Chia Hsu, Kai-Xin Chen, Yun-Da Tsai, Kai-Wei Chang, Nanyun Peng, Mi-Yen Yeh, Shou-De Lin:
Beyond Facts- Benchmarking Distributional Reading Comprehension in Large Language Models. 10711-10728 - Mian Zhang, Shaun M. Eack, Zhiyu Chen:
Preference Learning Unlocks LLMs' Psycho-Counseling Skills. 10729-10750 - Jun Zhuang, Chaowen Guan:
Large Language Models Can Help Mitigate Barren Plateaus in Quantum Neural Networks. 10751-10767 - Haoyu Dong, Pengkun Zhang, Yan Gao, Xuanyu Dong, Yilin Cheng, Mingzhe Lu, Adina Yakefu, Shuxin Zheng:
Finch: Benchmarking Finance & Accounting across Spreadsheet-Centric Enterprise Workflows. 10768-10794 - Hieu Tran, Zonghai Yao, Hong Yu:
Exploiting Tree Structure for Credit Assignment in Reinforcement Learning with Large Language Models. 10795-10810 - Xinyu Zhao, Junpeng Wang, Yuzhong Che 0004n, Menghai Pan, Chin-Chia Michael Yeh, Jiarui Sun, Yan Zheng, Mahashweta Das, Tianlong Chen:
Demystify the Role of Memory in Machine Learning Engineering Agents. 10811-10826 - Elisabeth Kirsten, Jost Große Perdekamp, Qinyuan Wu, Mihir Upadhyay, Krishna P. Gummadi, Muhammad Bilal Zafar:
Characterizing Web Search in The Age of Generative AI. 10827-10848 - Yuyu Liu, Sarang Rajendra Patil, Mengjia Xu, Tengfei Ma:
HypEHR: Hyperbolic Modeling of Electronic Health Records for Efficient Question Answering. 10849-10862 - Dasol Choi, Guijin Son, Hanwool Lee, Minhyuk Kim, Hyunwoo Ko, Teabin Lim, Eungyeol Ahn, Jungwhan Kim, Seunghyeok Hong, Youngsook Song:
What Users Leave Unsaid: Under-Specified Queries Limit Vision-Language Models. 10863-10886 - Quy-Anh Dang, Chris Ngo:
Selective Steering: Norm-Preserving Control Through Discriminative Layer Selection. 10887-10910 - Rob van der Goot:
From Bytes to Subwords: Challenges of Input Representations in NLP. 10911-10919 - Adrian Brasoveanu, Jakub Dotlacil:
The Learnability of Model-Theoretic Interpretation Functions in Artificial Neural Networks. 10920-10949 - Jiali Cheng, Ziheng Chen, Chirag Agarwal, Hadi Amiri:
A Mechanistic Perspective and Difficulty Metric for Unlearning. 10950-10964 - Jiayi Xin, Xiang Li, Evan Qiang, Weiqing He, Tianqi Shang, Weijie J. Su, Qi Long:
UCS: Estimating Unseen Coverage for Improved In-Context Learning. 10965-10981 - Chahat Raj, Mahika Banerjee, Jinhao Pan, Aylin Caliskan, Antonios Anastasopoulos, Ziwei Zhu:
Talent or Luck? Evaluating Attribution Bias in Large Language Models. 10982-11014 - Tiejin Chen, Xiaoou Liu, Longchao Da, Jia Chen, Evangelos E. Papalexakis, Hua Wei:
Uncertainty Quantification of Large Language Models through Multiple Uncertainty Sources. 11015-11029 - Xubo Lin, Zezhi Deng, Shihao Wang, Grace Hui Yang, Yang Deng:
Dual Hierarchical Dialogue Policy Learning for Legal Inquisitive Conversational Agents. 11030-11047 - Kwanghee Choi, Eunjung Yeo, Cheol Jun Cho, David Harwath, David R. Mortensen:
[b] = [d] - [t] + [p]: Self-supervised Speech Models Discover Phonological Vector Arithmetic. 11048-11069 - Ashutosh Bajpai, Tamal Majumder, Akshay Uttama Nambi, Tanmoy Chakraborty:
Waking Up Blind: Cold-Start Optimization of Supervision-Free Agentic Trajectories for Grounded Visual Perception. 11070-11093 - Dazhou Yu, Riyang Bao, Ruiyu Ning, Jinghong Peng, Gengchen Mai, Liang Zhao:
Spatial-RAG: Spatial Retrieval Augmented Generation for Real-World Geospatial Reasoning Questions. 11094-11112 - Khang Tran, Khoa Nguyen, Cristian Borcea, Hai Phan:
Program Structure-aware Language Models: Targeted Software Testing beyond Textual Semantics. 11113-11126 - Lekang Jiang, Wenjun Sun, Stefan Goetz:
Reasoning for Hierarchical Text Classification: The Case of Patents. 11127-11142 - Ying Jiao, Meng Sun:
From Shijing to English and German: Resources and Evaluation for LLM Translation of Early Chinese Poetry. 11143-11162 - Ali Kholmovaia, Paul Youssef, Nandi Schoots, Christin Seifert:
One Mask to Rule Them All: On Hidden Facts after Editing and How to Find Them. 11163-11181 - Yuxiao Li, Alina Fastowski, Efstratios Zaradoukas, Bardh Prenkaj, Gjergji Kasneci:
Analysing the Safety Pitfalls of Steering Vectors. 11182-11204 - Maël Jullien, André Freitas, Marco Valentino, Lei Xu:
Compartmentalised Agentic Reasoning for Clinical NLI. 11205-11233 - Hanbing Liu, Lang Cao, Yang Li:
RAG or Learning? Understanding the Limits of LLM Adaptation under Continuous Knowledge Drift in the Real World. 11234-11252 - Yifeng He, Ziye Tang, Hao Chen:
Content Fuzzing for Escaping Information Cocoons on Digital Social Media. 11253-11271 - Xiao Zhang, Qianru Meng, Yongjian Chen, Yumeng Wang, Johan Bos:
KnowledgeBerg: Evaluating Systematic Knowledge Coverage and Compositional Reasoning in Large Language Models. 11272-11286 - Sibo Zhu, Wenyi Wu, Kun Zhou, Stephen Wang, Biwei Huang:
Hybrid Self-evolving Structured Memory for Computer-Use Agents. 11287-11304 - Adel Khorramrouz, Sharon Levy:
Characterizing Selective Refusal Bias in Large Language Models. 11305-11326 - EunJeong Hwang, Yuwei Yin, Giuseppe Carenini, Peter West, Vered Shwartz:
Infusing Theory of Mind into Socially Intelligent LLM Agents. 11327-11360 - Kangsan Noh, Sanghoun Song:
Do BabyLMs Wanna Learn Wanna Contraction? On the Learnability without Language-Specific Bias. 11361-11372 - Hanning Zhang, Juntong Song, Juno Zhu, Yuanhao Wu, Tong Zhang, Cheng Niu:
OpenGenAlign: A Preference Dataset and Benchmark for Trustworthy Reward Modeling in Open-Ended, Long-Context Generation. 11373-11392 - Batuhan Nursal, Cassie S. Mitchell:
Understanding LLMs' summarization capabilities: an analysis of biomedical abstract and lay summary generation. 11393-11417 - Liqiang Jing, Viet Dac Lai, Seunghyun Yoon, Trung Bui, Xinya Du:
FIFA: Unified Faithfulness Evaluation Framework for Text-to-Video and Video-to-Text Generation. 11418-11456 - Kaiqu Liang, Haimin Hu, Ryan Liu, Thomas L. Griffiths, Jaime Fernández Fisac:
RLHS: Mitigating Misalignment in RLHF with Hindsight Simulation. 11457-11483 - Ofir Shabat, Ido Guy, Kira Radinsky:
Propaganda Signals in LLMs: Perspectival Divergence and Narrative Framing in the Russia-Ukraine War. 11484-11501 - Hossein Entezari Zarch, Lei Gao, Chaoyi Jiang, Murali Annavaram:
DELTA: Dynamic Layer-Aware Token Attention for Efficient Long-Context Reasoning. 11502-11518 - Chengyuan Jin, Ao Chang, Daojian Zeng, Wenhao Teng, Xiangwen Liao, Kang Liu, Jun Zhao, Yubo Chen:
LANTERN in the Event Stream: Training-Free Temporal Knowledge Graph Forecasting by Balancing Inertia and Shifts. 11519-11533 - Md. Mahadi Hassan, John Salvador, Akond Ashfaque Ur Rahman, Santu Karmaker:
Large Language Models for IT Automation Tasks: Are We There Yet? 11534-11573 - Mike Zhang, Johannes Bjerva, Russa Biswas:
Follow the Path: Reasoning over Knowledge Graph Paths to Improve Large Language Model Factuality. 11574-11590 - Yiyuan Yang, Zichuan Liu, Lei Song, Kai Ying, Stephen Wang, Joshua Thomas Bamford, Svitlana Vyetrenko, Jiang Bian, Qingsong Wen:
Time-RA: Towards Time Series Reasoning for Anomaly Diagnosis with LLM Feedback. 11591-11616 - Qian Ma, Qiong Wu, Zhengyi Zhou, Yao Ma:
Ground Then Rank: Revisiting Knowledge-Based VQA with Training-Free Entity Identification. 11617-11635 - Harshavardhana T. Gowda, Lee M. Miller:
Non-invasive electromyographic speech neuroprosthesis: a geometric perspective. 11636-11650 - Deng Pan, Keerthiram Murugesan, Ting Hua, Nuno Moniz, Nitesh V. Chawla:
Context Attribution with Multi-Armed Bandit Optimization. 11651-11662 - Ziqing Yang, Yixin Wu, Rui Wen, Michael Backes, Yang Zhang:
Peering Behind the Shield: Guardrail Identification in Large Language Models. 11663-11676 - Tengxiao Liu, Deepak Nathani, Zekun Li, Kevin Yang, William Yang Wang:
WildSci: Advancing Scientific Reasoning from In-the-Wild Literature. 11677-11695 - Jingbo Yang, Bairu Hou, Wei Wei, Shiyu Chang, Yujia Bao:
WebDART: Dynamic Decomposition and Re-planning for Complex Web Tasks. 11696-11715 - Elham Aghakhani, Rezvaneh Rezapour:
Like a Therapist, But Not: Reddit Narratives of AI in Mental Health Contexts. 11716-11736 - Puyuan Peng, Zhisheng Zheng, Shang-Wen Li, Abdelrahman Mohamed, David Harwath:
VoiceStar: Robust Zero-Shot Autoregressive TTS with Duration Control and Extrapolation. 11737-11754 - Fatima Jahara, Mark Dredze, Sharon Levy:
Evaluating Implicit Biases in LLM Reasoning through Logic Grid Puzzles. 11755-11780 - Yixin Wu, Rui Wen, Chi Cui, Michael Backes, Yang Zhang:
InferPilot: Autonomous Inference Attacks Against ML Services With LLM-Based Agents. 11781-11801 - Congbo Ma, Yichun Zhang, Yousef Al-Jazzazi, Ahamed Foisal, Laasya Sharma, Yousra Sadqi, Khaled Saleh, Jihad Mallat, Farah E. Shamout:
MedErrBench: A Fine-Grained Multilingual Benchmark for Medical Error Detection and Correction with Clinical Expert Annotations. 11802-11827 - Qin Liu, Wenxuan Zhou, Nan Xu, James Y. Huang, Fei Wang, Sheng Zhang, Hoifung Poon, Muhao Chen:
MetaScale: Test-Time Scaling with Evolving Meta-Thoughts. 11828-11842 - Peter Sullivan, AbdelRahim A. Elmadany, Alcides Alcoba Inciarte, Muhammad Abdul-Mageed:
Arab Voices: Mapping Standard and Dialectal Arabic Speech Technology. 11843-11878 - Jinwei Shi, Qizhuo Xie, Qianzi Hou, Zhipeng Wang, Wanting Su, Jianhua Zhao, Tao Zheng, Tieke He:
CoDA: Restoring Contextual Dominance via Copy-Encouraged Attention Intervention for Mitigating RAG Hallucinations. 11879-11892 - Yian Wang, Yuen Chen, Agam Goyal, Hari Sundaram:
CausalDetox: Causal Head Selection and Intervention for Language Model Detoxification. 11893-11914 - Zijie Wang, MohammadHossein Rezaei, Farzana Rashid, Eduardo Blanco:
Commonsense Knowledge with Negation: A Resource to Enhance Negation Understanding. 11915-11934 - Xinyuan Song, Ziyi Ni, Fred Yang, Bo Zhang, Yijin Wang, Jane Zhang:
P-QuASAR: A Unified Probabilistic Framework for Holistic Patent Quality Assessment and Refinement. 11935-11951 - Ryuji Hashimoto, Masahiro Kaneko, Ryosuke Takata, Takehiro Takayanagi, Kiyoshi Izumi:
From Heard to Lived Opinions: Simulating Opinion Dynamics with Grounded LLM Agents in Economic Environments. 11952-11964 - Weiming Li, Hye-young Paik, Yulei Sui:
HiSA: Hierarchical State Abstraction for Scalable GUI Agents. 11965-11985 - Zonghao Ying, Yangguang Shao, Jianle Gan, Gan Xu, Wenxin Zhang, Quanchen Zou, Junzheng Shi, Zhenfei Yin, Mingchuan Zhang, Aishan Liu, Xianglong Liu:
SecureWebArena: A Holistic Security Evaluation Benchmark for LVLM-based Web Agents. 11986-11998 - Christian Giannetti, Giovanni Trappolini, Nicola Tonellotto, Fabrizio Silvestri, Pietro Lio:
The Mechanics of Interference: Defusing Distractors in RAG via Sparse Autoencoder Interventions. 11999-12007 - Ruozhen Yang, Yucheng Jiang, Yueqi Jiang, Priyanka Kargupta, Yunyi Zhang, Jiawei Han:
Grounding Agent Memory in Contextual Intent. 12008-12042 - Saloni Dash, Amélie Reymond, Emma S. Spiro, Aylin Caliskan:
Persona-Assigned Large Language Models Exhibit Human-Like Motivated Reasoning. 12043-12069 - Yizhuo Zhang, Heng Wang, Shangbin Feng, Zhaoxuan Tan, Xinyun Liu, Yulia Tsvetkov:
Generalizable LLM Learning of Graph Synthetic Data with Post-training Alignment. 12070-12091 - Wei-Rui Chen, Vignesh Kothapalli, Ata Fatahi Baarzi, Hejian Sang, Shao Tang, Qingquan Song, Zhipeng Wang, Muhammad Abdul-Mageed:
Distilling the Essence: Efficient Reasoning Distillation via Sequence Truncation. 12092-12122 - Hanqi Yan, Xiangxiang Cui, Lu Yin, Jindong Gu, Paul Pu Liang, Yulan He, Yifei Wang:
Beyond Cross-Modal Alignment: Measuring and Leveraging Modality Gap in Vision-Language Models. 12123-12138 - Shangbin Feng, Yike Wang, Weijia Shi, Yulia Tsvetkov:
Data Swarms: Optimizable Generation of Synthetic Evaluation Data. 12139-12157 - Kaize Shi, Xueyao Sun, Xiaohui Tao, Lin Li, Qika Lin, Guandong Xu:
Concept rather than Document: Context Compression via AMR-based Conceptual Entropy. 12158-12173 - Jessica H. Zhu, Shayla Stringfield, Vahe Zaprosyan, Michael Wagner, Michel Cukier, Joseph Richardson Jr.:
Can LLMs Understand the Impact of Trauma? Costs and Benefits of LLMs Coding the Interviews of Firearm Violence Survivors. 12174-12192 - Yuting Huang, Yiquan Wu, Meitong Guo, Ang Li, Xiaozhong Liu, Keting Yin, Fei Wu, Kun Kuang:
"I Don't Know What to Say": A Fact-Filling Questionnaire Method to Help Non-Experts Talk to LegalAI Assistant. 12193-12210 - Saman Sarker Joy, Swakkhar Shatabda:
BnMMLU: Measuring Massive Multitask Language Understanding in Bengali. 12211-12230 - Yuuki Tachioka:
Diagnosing LLMs via Information Spectrum Analysis: Tail Behavior and the Effects of Side Information. 12231-12253 - Shannon Zejiang Shen, Valerie Chen, Ken Gu, Alexis Ross, Zixian Ma, Jillian Ross, Alex Gu, Chenglei Si, Wayne Chi, Andi Peng, Jocelyn J. Shen, Ameet Talwalkar, Tongshuang Wu, David A. Sontag:
Scaling Collaborative Effort with Agents. 12254-12271 - Yaocheng Zhang, Haohuan Huang, Zijun Song, Zijie Zhao, Qichao Zhang, Yuanheng Zhu, Dongbin Zhao:
CriticSearch: Fine-Grained Credit Assignment for Search Agents via a Retrospective Critic. 12272-12290 - Canran Wang, Yuwen Yang, Zhen Wang, Ming Ma, Ding Yu, Chentai Wang, Keman Huang, Xiaoyong Du:
Double-Edged Sword or Sharp Tool? Designing and Evaluating Triadic LLM-Teacher Collaboration for K-12 Writing at Scale. 12291-12312 - Hossein Hosseini Kasnavieh, Gholamreza Haffari, Christopher Leckie, Adel Nadjaran Toosi:
IntroLM: Introspective Language Models via Prefilling-Time Self-Evaluation. 12313-12326 - Seiji Shimizu, Shoko Wakamiya, Eiji Aramaki:
A Herd of Language Models Makes a Better Zero-shot Annotator for Clinical Named Entity Recognition. 12327-12344 - Shuai Zhao, Xinyi Wu, Shiqian Zhao, Xiaobao Wu, Zhongliang Guo, Yanhao Jia, Anh Tuan Luu:
P2P: A Poison-to-Poison Remedy for Reliable Backdoor Defense in LLMs. 12345-12360 - Mengyang Li, Xudong Zhou, Pinlong Zhao:
Learning Temporally-Aware Sample Weights for Preference Optimization. 12361-12377 - Dawei Li, Yuguang Yao, Zhen Tan, Huan Liu, Ruocheng Guo:
ToolPRMBench: Evaluating and Advancing Process Reward Models for Tool-using Agents. 12378-12391 - Yiming Huang, Zhenbo Shi, Shuzheng Gao, Cuiyun Gao, Peiyi Han, Chuanyi Liu:
Adapt to Thrive! Adaptive Power-Mean Policy Optimization for Improved LLM Reasoning. 12392-12419 - Jian Lang, Rongpei Hong, Meihui Zhong, Kaiju Li, Ting Zhong, Qiang Gao, Fan Zhou:
LEAF: Towards Lightweight Explainable Hateful Video Detection via Self-Grounding CoT Guided Stage-Wise Distillation. 12420-12438 - Yutong Song, Jiang Wu, Kazi Shaharair Sharif, Pengfei Zhang, Wenjun Huang, Honghui Xu, Nikil D. Dutt, Amir M. Rahmani:
DemMA: Dementia Multi-Turn Dialogue Agent with Expert-Guided Reasoning and Action Simulation. 12439-12470 - Yuting Huang, Jiawen Zhang, Yiquan Wu, Yinghao Hu, Fei Wu, Kun Kuang:
SplitThenMerge: Token-Level Skill-Compositional Sparse Mixture-of-Experts for Complex Domain-Specific Tasks. 12471-12483 - Su Lan, Xuefei Yin, Yanming Zhu, Alan Wee-Chung Liew:
Causal-Audit: Explicit and Auditable Graph-based Reasoning via Target-Aware Causal Chain Construction. 12484-12500 - Wei Han, David Martinez Iraola, Anna Khanina, Lawrence Cavedon, Karin Verspoor:
RADS: Reinforcement Learning-Based Sample Selection Improves Transfer Learning in Low-resource and Imbalanced Clinical Settings. 12501-12516 - Xinyuan An, Xiaoxia Liu, Dongxia Wang, Zhanhang Xiong, Wenhai Wang:
Watch Out Your Industrial Copilots: Stealthy Backdoor Attack Against LLM-Based PLC Code Generation. 12517-12536 - Duygu Nur Yaldiz, Evangelia Spiliopoulou, Zheng Qi, Siddharth Varia, Srikanth Doss, Nikolaos Pappas:
Balancing Classification and Calibration Performance in Decision-Making LLMs via Calibration Aware Reinforcement Learning. 12537-12553 - Qianen Zhang, Zeyu Yang, Satoshi Nakamura:
Redefining Machine Simultaneous Interpretation: From Incremental Translation to Human-Like Strategies. 12554-12577 - Yihao Wang, Zijian He, Jie Ren, Keze Wang:
ChunQiuTR: Time-Keyed Temporal Retrieval in Classical Chinese Annals. 12578-12601 - Hao Zheng, Zirui Pang, Ling Li, Zhijie Deng, Yuhan Pu, Zhaowei Zhu, Xiaobo Xia, Jiaheng Wei:
OFFSIDE: Benchmarking Unlearning Misinformation in Multimodal Large Language Models. 12602-12620 - Xiaokang Jin, Jia Zhu, Jingjiang Liu, Yabing Shi, Jueqi Guan, Hao Chen, Pasquale De Meo:
PedagogyBench: A Cognitive-Driven Benchmark for Multimodal Instructional Video Understanding. 12621-12647 - SeongYeub Chu, Jongwoo Kim, Mun Yong Yi:
FeedEval: Pedagogically Aligned Evaluation of LLM-Generated Essay Feedback. 12648-12674 - Jen-tse Huang, Chang Chen, Shiyang Lai, Wenxuan Wang, Michelle R. Kaufman, Mark Dredze:
Probing Multimodal Large Language Models on Cognitive Biases in Chinese Short-Video Misinformation. 12675-12696 - Tianxiang Ma, Weijie Feng, Xinyu Wang, Zhiyong Cheng:
Emotion-Cause Pair Extraction in Conversations via Semantic Decoupling and Alignment. 12697-12711 - Junhao Su, Yuanliang Wan, Junwei Yang, Hengyu Shi, Tianyang Han, Yurui Qiu, Junfeng Luo:
Failure makes the agent stronger: Enhancing Accuracy through Structured Reflection for Reliable Tool Interactions. 12712-12734 - Wenhan Gao, Xiran Fan, Chin-Chia Michael Yeh, Jiarui Sun, Yuzhong Chen, Menghai Pan, Mahashweta Das, Yi Liu:
Feedback to Reasoning: LLM-Assisted Molecular Optimization with Domain Feedback and Historical Reasoning. 12735-12754 - Liancheng Gong, Wang Bill Zhu, Jesse Thomason, Li Zhang:
Iterative Formalization and Planning in Partially Observable Environments. 12755-12783 - Zhirui Chen, Peiyang Liu, Ling Shao:
StructKV: Preserving the Structural Skeleton for Scalable Long-Context Inference. 12784-12797 - Nathanaël Carraz Rakotonirina, Ren Pang, Neha Anna John, Michael Bohlke-Schneider, Momchil Hardalov:
Correct, Concise and Complete: Multi-stage Training For Adaptive Reasoning. 12798-12810 - Lei Lyu, Shengling Wang, Ke Chao, Yichao Wei:
At Your Own PACE: A Causal Framework for Evaluating EQ in LLMs. 12811-12826 - Zhilun Zhou, Zihan Liu, Jiahe Liu, Yihan Wang, Qingyu Shao, Fengli Xu, Depeng Jin, Yong Li:
Identifying Collective Intelligence Factor in LLM Agent Groups for Generalizable Multi-Agent System Design. 12827-12842 - Hao Ban, Kaiyi Ji:
Rethinking Parameter Sharing for LLM Fine-Tuning with Multiple LoRAs. 12843-12863 - Danlong Yuan, Tian Xie, Shaohan Huang, Huishuai Zhang, Zhuocheng Gong, Chong Luo, Furu Wei, Dongyan Zhao:
Shorten After You're Right: Lazy Length Penalties for Reasoning RL. 12864-12877 - Jiyang Zheng, Islam Nassar, Thanh Vu, Xu Zhong, Yang Lin, Tongliang Liu, Long Duong, Yuan-Fang Li:
MedDCR: Learning to Design Agentic Workflows for Medical Coding. 12878-12893 - Xiaofeng Zhang, Yuanchao Zhu, Qiyan Zhao, Xiaosong Yuan, Jiawei Cao, Xuhang Chen:
TokenPenalty: Alleviating Attention Sinks and Positional Decay in LVLMs. 12894-12906 - Chen Liang, Xirui Jiang, Naihao Deng, Eytan Adar, Anhong Guo:
Beyond Screenshots: Evaluating VLMs' Understanding of UI Animations. 12907-12927 - Juexiang Ye, Xue Li, Xinyu Yang, Chengkai Huang, Lanshun Nie, Lina Yao, Dechen Zhan:
MemWeaver: Weaving Hybrid Memories for Traceable Long-Horizon Agentic Reasoning. 12928-12956 - Juntuo Wang, Yuming Qiao, Yifan Yang, Lunxi Yuan, Liang Luo, Dan Meng:
From Mimesis to Metamorphosis: Evolving VLM Judges via In-Context Comparing and Knowledge Internalization. 12957-12971 - Jie Huang, Junjie Wang, Xin Liao, Ziyou Jiang, Wenshuo Wang, Shoubin Li, Qing Wang:
Generative Text-to-Image Retrieval via Hierarchical Identifiers and Semantic Internalization. 12972-12986 - Yangyang Zhao, Linfan Dai, Li Cai, Bowen Xing, Libo Qin:
Bridging Reasoning and Action: Hybrid LLM-RL Framework for Efficient Cross-Domain Task-Oriented Dialogue. 12987-13003 - Zhichao Shi, Xuhui Jiang, Chengjin Xu, Cangli Yao, Shengjie Ma, Yinghan Shen, Zixuan Li, Jian Guo, Yuanzhuo Wang:
JudgeAgent: Beyond Static Benchmarks for Knowledge-Driven and Dynamic LLM Evaluation. 13004-13030 - Taehee Kim, Seungbin Yang, Jihwan Kim, Jaegul Choo:
Retrieve Only Relevant Tables Whether Few or Many: Adaptive Table Retrieval Method. 13031-13054 - Qingcheng Zeng, Yuheng Lu, Zeqi Zhou, Heli Qi, Puxuan Yu, Fuheng Zhao, Hitomi Yanaka, Weihao Xuan, Naoto Yokoya:
Code-Switching Information Retrieval: Benchmarks, Analysis, and the Limits of Current Retrievers. 13055-13071 - Lingfeng Zhang, Yongan Sun, Jinpeng Hu, Hui Ma, Ying Yang, Kuien Liu, Zenglin Shi, Meng Wang:
WebUncertainty: Dual-Level Uncertainty Driven Planning and Reasoning For Autonomous Web Agent. 13072-13082 - Zhiyu Cao, Peifeng Li, Qiaoming Zhu:
Multi-Faceted Self-Consistent Preference Alignment for Query Rewriting in Conversational Search. 13083-13100 - Ding Yu, Yu Lu, Tengju Li, Shasha Xiong, Shengquan Yu:
CogNet-KG: Empowering Tutoring Dialogues with a Cognitively-Structured Knowledge Graph for STEM Learning. 13101-13121 - Chejian Xu, Wei Ping, Peng Xu, Zihan Liu, Boxin Wang, Mohammad Shoeybi, Bo Li, Bryan Catanzaro:
From 128K to 4M: Efficient Training of Ultra-Long Context Large Language Models. 13122-13133 - Jaeeun Jang, Hansle Lee, Sangmin Kim:
A Few Bad Apples Spoil the Bunch: Preventing Global Entropy Collapse Driven by a Small Set of Tokens in LLM Reasoning. 13134-13154 - Yan Zhou, Qingkai Fang, Yun Hong, Yang Feng:
Efficient Training for Cross-lingual Speech Language Models. 13155-13167 - Jeesu Jung, Sangkeun Jung:
Empirical Analysis of Task Mixture Effects in Small-scale Instruction Tuning: A Statistical Approach. 13168-13186 - Yujie Liu, Zonglin Yang, Tong Xie, Jinjie Ni, Ben Gao, Yuqiang Li, Shixiang Tang, Wanli Ouyang, Erik Cambria, Dongzhan Zhou:
ResearchBench: Benchmarking LLMs in Scientific Discovery via Inspiration-Based Task Decomposition. 13187-13207 - Lin Mu, Guoji Wang, Li Ni, Lei Sang, Zhize Wu, Peiquan Jin, Yiwen Zhang:
GraphLoRA: Structure-Aware Low-Rank Adaptation for Large Language Model Recommendation. 13208-13218 - Yebo Wu, Han Jin, Zhijiang Guo, Li Li:
Spotlight and Shadow: Attention-Guided Dual-Anchor Introspective Decoding for MLLM Hallucination Mitigation. 13219-13233 - Junxi Wang, Te Sun, Jiayi Zhu, Junxian Li, Haowen Xu, Zichen Wen, Xuming Hu, Zhiyu Li, Linfeng Zhang:
StreamMeCo: Long-Term Agent Memory Compression for Efficient Streaming Video Understanding. 13234-13251 - Haiyan Wu, Chenchen Wang, Chaoqun Sun, Chengxiong Lu, Yanhong Chen, Zhiqiang Zhang, Xiaoqing Feng:
Reflective RAG: Self-Evaluation Driven Strategy Optimization in Agentic Retrieval-Augmented Generation. 13252-13267 - Yuan Sui, Yufei He, Tri Cao, Sophia Simeng Han, Yulin Chen, Bryan Hooi:
Meta-Reasoner: Dynamic Guidance for Optimized Inference-time Reasoning in Large Language Models. 13268-13286 - Wenhao Zhang, Lin Mu, Li Ni, Peiquan Jin, Yiwen Zhang:
Polynomial Expansion Rank Adaptation: Enhancing Low-Rank Fine-Tuning with High-Order Interactions. 13287-13303 - Jiakun Li, Xingwei He, Kefan Li, Hongzheng Chai, Hongyue Yu, Yuan Yuan:
Efficient Test-Time Scaling via Temporal Reasoning Aggregation. 13304-13318 - Yihao Ding, Siwen Luo, Yue Dai, Yanbei Jiang, Zechuan Li, Qiang Sun, Geoffrey Martin, Wei Liu, Yifan Peng:
A Survey on MLLM-based Visually Rich Document Understanding: Methods, Challenges, and Emerging Trends. 13319-13340 - Rei Minamoto, Yusuke Oda, Daisuke Kawahara:
Detecting Sensitive Personal Information in Japanese Pre-Training Corpora for Large Language Models. 13341-13354 - Xidong Yang, Wenhao Li, Junjie Sheng, Yun Hua, Haosheng Chen, Chuyun Shen, Xiangfeng Wang:
Agentic Episodic Control. 13355-13370 - Cheng Liu, Xiaolei Liu, Xingyu Li, Bangzhou Xin, Kangyi Ding:
TrajGuard: Streaming Hidden-state Trajectory Detection for Decoding-time Jailbreak Defense. 13371-13388 - Shangqing Tu, Yaxuan Li, Yushi Bai, Lei Hou, Juanzi Li:
DeepPrune: Parallel Scaling without Inter-trace Redundancy. 13389-13403 - Yoshinari Fujinuma:
Contrastive Decoding Mitigates Score Range Bias in LLM-as-a-Judge. 13404-13418 - Yueqin Yin, Yaxi Li, Xin Liu, Xun Wang, Kaiqiang Song, Simin Ma, Shujian Liu, Sathish Reddy Indurthi, Haoyun Deng, Pengcheng He, Mingyuan Zhou, Song Wang:
ContextCheck: Sentence-Level Faithfulness Verification with Context-Aware Disambiguation. 13419-13468 - Yiju Guo, Tianyi Hu, Zexu Sun, Yankai Lin:
Less Noise, More Voice: Reinforcement Learning for Reasoning via Instruction Purification. 13469-13482 - Zijian Zheng, Yonghe Lu:
MAST: A Multi-View Alignment Strategy for Optimal Transport-Based Contrastive Clustering of Short Text. 13483-13500 - Dong She, Xianrong Yao, Liqun Chen, Jinghe Yu, Yang Gao, Zhanpeng Jin:
AICA-Bench: Holistically Examining the Capabilities of VLMs in Affective Image Content Analysis. 13501-13528 - Wenqian Yu, Shuo Chen, Zhijiang Li, Zhipeng Wang, Jindong Gu:
You Only Need One Single Token to Refine Safety Alignment. 13529-13545 - Ziniu Liu, Shuheng Zhou, Mingqing Liu, Hao Deng, Huijia Zhu:
CrisPrune: Combining Contextual Relevance and Intrinsic Saliency for Efficient Visual Token Pruning in MLLMs. 13546-13564 - Kuofei Fang, Siyan Wu, Yu Guo, Bin Wu:
Beyond Topology: Generative Node Importance Estimation via Structure-Guided Semantic Reasoning. 13565-13584 - Pengyu Li, Lingling Zhang, Zhitao Gao, Yanrui Wu, Yuxuan Dong, Huan Liu, Bifan Wei, Jun Liu:
AGTAO: Robust and Stabilized LLM Unlearning via Adversarial Gating Training with Adaptive Orthogonality. 13585-13600 - Zhibo Zhang, Yang Xu, Kai Ming Ting, Cam-Tu Nguyen:
LLMs Meet Isolation Kernel: Lightweight, Learning-free Binary Embeddings for Fast Retrieval. 13601-13623 - Chuan Qin, Xi Chen, Jinpeng Li, Hengshu Zhu:
BOLT: Benchmarking Open-World Learning for Text Classification. 13624-13658 - Qinzhuo Wu, Zhizhuo Yang, Hanhao Li, Pengzhi Gao, Wei Liu, Jian Luan:
MobileBench-OL: A Comprehensive Chinese Benchmark for Evaluating Mobile GUI Agents in Real-World Environment. 13659-13693 - Xiaoyu Chen, Fengge Wu, Junsuo Zhao, Yun Fan:
CondenseFlow: Scalable Latent Space Collaboration via Semantic Compression for Multi-Agent Systems. 13694-13712 - Jian Zhang, Zhiyuan Wang, Zhangqi Wang, Yu He, Haoran Luo, Li Yuan, Lingling Zhang, Rui Mao, Qika Lin, Jun Liu:
MAXS: Meta-Adaptive Exploration with LLM Agents. 13713-13731 - Lei Jiang, Desheng Wu, Xiaolong Zheng, Cuicui Luo:
Leveraging Human and Machine Preferences for Zero-shot Detection of AI-Generated Text. 13732-13750 - Shaobo Wang, Tianle Niu, Xuan Ouyang, Xintong Li, Zhengkun Ge, Yue Min, Xiaoqian Liu, Hankun Wang, Linfeng Zhang:
MelTrim: Coarse-to-Fine Data Pruning for Speech Classification. 13751-13765 - Kailin Jiang, Ning Jiang, Yuntao Du, Yuchen Ren, Yuchen Li, Yifan Gao, Jinhe Bi, Yunpu Ma, Bin Li, Lei Liu, Qing Li:
MINED: Probing and Updating with Multimodal Time-Sensitive Knowledge for Large Multimodal Models. 13766-13795 - Jieran Li, Xiuyuan Hu, Yang Zhao, Dongbiao Sun, Hao Zhang:
Beyond Output Confidence: Epistemic-Aware Hallucination Detection with Answer-Level Signals. 13796-13806 - Jiuding Yang, Shengyao Lu, Hongxuan Liu, Shayan Shirahmad Gale Bagi, Zahra Fazel, Tomasz Czajkowski, Di Niu:
PerfCoder: Large Language Models for Interpretable Code Performance Optimization. 13807-13823 - Phung Gia Huy, Hai An Vu, Minh-Phuc Truong, Thang Duc Tran, Linh Ngo Van, Thanh Hong Nguyen, Trung Le:
MIPIC: Matryoshka Representation Learning via Self-Distilled Intra-Relational and Progressive Information Chaining. 13824-13838 - Zhenmei Shi, Yifei Ming, Xuan-Phi Nguyen, Yingyu Liang, Shafiq Joty:
Discovering the Gems in Early Layers: Accelerating Long-Context LLMs with 1000x Input Token Reduction. 13839-13857 - Qiang Huang, Wei Zhai, Feng Huang, Dejing Dou:
Self-Reflection Improves Safety of Large Reasoning Models. 13858-13874 - Pengyu Wang, Benfeng Xu, Licheng Zhang, Shaohan Wang, Mingxuan Du, Chiwei Zhu, Zhendong Mao:
WildGraphBench: Benchmarking GraphRAG with Wild-Source Corpora. 13875-13890 - Zijing Zhang, Xiajie Yang:
CRPS: Curriculum Replay via Progressive Suffixes from Successful Trajectories for Long-Horizon LLM Agents. 13891-13904 - Hongze Mi, Yibo Feng, Wenjie Lu, Yuqi Wang, Jinyuan Li, Song Cao, He Cui, Tengfei Tian, Xuelin Zhang, Haotian Luo, Di Sun, Jun Fang, Hua Chai, Naiqiang Tan, Gang Pan:
D-Artemis: A Deliberative Cognitive Framework for Mobile GUI Multi-Agents. 13905-13931 - Zhanwei Cao, YeoJin Go, Yifan Hu, Shanu Sushmita:
Temporal Flattening in LLM-Generated Text: Comparing Human and LLM Writing Trajectories. 13932-13956 - Xiao Li, Runlin Liu, Zhe Zhang, Xiang Gao, Hailong Sun:
Beyond Superficial Tests: Adversarial Refinement for Reliable Property-Based Testing. 13957-13974 - Xiaoning Dong, Chengyan Wu, Yajie Wen, Yu Chen, Yun Xue, Zhang Jing, Wei Xu, Bolei Ma:
FAITH: Factuality Alignment through Integrating Trustworthiness and Honestness. 13975-13994 - Xiwen Chen, Wenhui Zhu, Peijie Qiu, Xuanzhao Dong, Hao Wang, Haiyu Wu, Huayu Li, Aris Sotiras, Yalin Wang, Abolfazl Razi:
DRA-GRPO: Your GRPO Needs to Know Diverse Reasoning Paths for Mathematical Reasoning. 13995-14019 - Dezhang Kong, Hujin Peng, Yilun Zhang, Lele Zhao, Zhenhua Xu, Shi Lin, Changting Lin, Meng Han:
Web Fraud Attacks Against LLM-Driven Multi-Agent Systems. 14020-14034 - Haonan Bian, Yutao Qi, Rui Yang, Yuanxi Che, Jiaqian Wang, Heming Xia, Ranran Zhen:
From Query to Logic: Ontology-Driven Multi-Hop Reasoning in LLMs. 14035-14051 - Yingbin Jin, Xingjian Du, Hanjun Luo, Zihao Wang, Haibo Hu, Xiaofeng Wang, Xinfeng Li:
AudioStealer: Extracting Audio Prompts via Shapley Value-Guided Query Search. 14052-14067 - Shuzheng Si, Qingyi Wang, Haozhe Zhao, Yuzhuo Bai, Guanqiao Chen, Kangyang Luo, Gang Chen, Fanchao Qi, Minjia Zhang, Baobao Chang, Maosong Sun:
FaithLens: Detecting and Explaining Faithfulness Hallucination. 14068-14099 - Wantong Xie, Yinghao Chen, Yixiang Hu, Feng Wu, Jieyang Xu, Sijia Zhang, Xiangyang Li:
Escaping the Sisyphus Dilemma: Experience Replay for Robust Text-to-Optimization Modeling. 14100-14116 - Yutao Hou, Zeguan Xiao, Fei Yu, Yihan Jiang, Shuguang Ma, Zhaoqian Dai, Hailiang Huang, Yun Chen, Guanhua Chen:
Toward Automated Robustness Evaluation of Mathematical Reasoning. 14117-14139 - Changsen Yuan, Yanghao Zhou, Chong Feng, Ge Shi:
Simulating Crisis Cognition: A Computational Framework for Hypothesis Generation in Crisis Communication. 14140-14148 - Heyuan Huang, Alexandra DeLucia, Vijay Murari Tiyyala, Mark Dredze:
MedScore: Generalizable Factuality Evaluation of Open-ended Long-form Medical Answers by Domain-adapted Claim Decomposition and Verification. 14149-14180 - Yutao Hou, Yihan Jiang, Yuhan Xie, Jian Yang, Liwen Zhang, Hailiang Huang, Guanhua Chen, Yun Chen:
FinSafetyBench: Evaluating LLM Safety in Real-World Financial Scenarios. 14181-14208 - Yuxuan Hu, Jianchao Tan, Jiaqi Zhang, Wen Zan, Pingwei Sun, Yifan Lu, Xunliang Cai, Jing Zhang:
Optimizing Native Sparse Attention with Latent Attention and Local Global Alternating Strategies. 14209-14220 - Jia-Chen Gu, Junyi Zhang, Di Wu, Yuankai Li, Kai-Wei Chang, Nanyun Peng:
BRIEF-Pro: Universal Context Compression with Short-to-Long Synthesis for Fast and Accurate Multi-Hop Reasoning. 14221-14241 - Haotian Luo, Haiying He, Yibo Wang, Shiwei Liu, Wei Li, Xiaochun Cao, Dacheng Tao, Naiqiang Tan, Li Shen:
O1-Pruner: Length-Harmonizing Fine-Tuning for O1-Like Reasoning Pruning. 14242-14257 - Xingyu Fan, Feifei Li, Wenhui Que, Hailong Li:
One Agent to Serve All: a Lite-Adaptive Stylized AI Assistant for Millions of Multi-Style Official Accounts. 14258-14275 - Xiachong Feng, Yi Jiang, Xiaocheng Feng, Deyi Yin, Libo Qin, Yangfan Ye, Lei Huang, Weitao Ma, Yuxuan Gu, Chonghan Qin, Bing Qin, Lingpeng Kong:
SAVOIR: Learning Social Savoir-Faire via Shapley-based Reward Attribution. 14276-14290 - Rui Qi, Fengran Mo, Yufeng Chen, Xue Zhang, Shuo Wang, Hongliang Li, Jinan Xu, Meng Jiang, Jian-Yun Nie, Kaiyu Huang:
Language-Coupled Reinforcement Learning for Multilingual Retrieval-Augmented Generation. 14291-14310 - Matteo Guida, Yulia Otmakhova, Eduard H. Hovy, Lea Frermann:
Article and Comment Frames Shape the Quality of Online Comments. 14311-14326 - Wendi Li, Sharon Li:
LAD: Learning Advantage Distribution for Reasoning. 14327-14348 - Haonan Bian, Zhiyuan Yao, Sen Hu, Zishan Xu, Shaolei Zhang, Yifu Guo, Ziliang Yang, Xueran Han, Huacan Wang, Ronghao Chen:
RealMem: Benchmarking LLMs in Real-World Memory-Driven Interaction. 14349-14365 - Biao Zhang, Lixin Chen, Bin Zhang, Zongwei Wang, Tong Liu, Bo Zheng:
AFMRL: Attribute-Enhanced Fine-Grained Multi-Modal Representation Learning in E-commerce. 14366-14379 - Zirui Hu, Zheng Zhang, Yingjie Wang, Dacheng Tao:
SAFER: A Controllable Safeguard for LLMs against Backdoor Attacks. 14380-14398 - Zehua Liu, Shuqi Liu, Tao Zhong, Mingxuan Yuan:
RIFT: Repurposing Negative Samples via Reward-Informed Fine-Tuning. 14399-14415 - Yuyan Zhou, Jiarui Yu, Hande Dong, Zhezheng Hao, Hong Wang, Jianqing Zhang, Qiang Lin:
LEPO: Latent Reasoning Policy Optimization for Large Language Models. 14416-14427 - Hongbin Na, Zimu Wang, Zhaoming Chen, Peilin Zhou, Yining Hua, Grace Ziqi Zhou, Haiyang Zhang, Tao Shen, Wei Wang, John B. Torous, Shaoxiong Ji, Ling Chen:
You Never Know a Person, You Only Know Their Defenses: Detecting Levels of Psychological Defense Mechanisms in Supportive Conversations. 14428-14448 - Qiyuan Zhang, Yufei Wang, Tianhe Wu, Can Xu, Qingfeng Sun, Kai Zheng, Xue Liu, Chen Ma:
Beyond Length Scaling: Synergizing Breadth and Depth for Generative Reward Models. 14449-14469 - Yupu Hao, Zhuoran Jin, Huanxuan Liao, Kang Liu, Jun Zhao:
Pushing the Limits of LLM Tool Calling via Experiential Knowledge Integration and Activation. 14470-14497 - Guanghao Li, Wenhao Jiang, Li Shen, Ming Tang, Chun Yuan:
Efficient Transformer Parameter Reuse via Zero-Token Mechanism. 14498-14515 - Yangfan Ye, Xiaocheng Feng, Xiachong Feng, Yichong Huang, Zekun Yuan, Lei Huang, Weitao Ma, Qichen Hong, Yunfei Lu, Dandan Tu, Bing Qin:
x1: Learning to Think Adaptively Across Languages and Cultures. 14516-14533 - Zeguan Xiao, Yun Chen, Jian Yang, Guanhua Chen, Ke Tang:
Towards Bridging the Reward-Generation Gap in Direct Alignment Algorithms. 14534-14548 - Peng Wang, Biyu Zhou, Xuehai Tang, Jizhong Han, Songlin Hu:
FABLE: Fine-grained Fact Anchoring for Unstructured Model Editing. 14549-14567 - Jiaming Wang, Zhe Tang, Zehao Jin, Hefei Chen, Yilin Jin, Peng Ding, Xiaoyu Li, Xuezhi Cao:
SOP-Maze: Evaluating Large Language Models on Complicated Business Standard Operating Procedures. 14568-14588 - Dezhang Kong, Zhuxi Wu, Shiqi Liu, Zhicheng Tan, Kuichen Lu, Minghao Li, Qichen Liu, Shengyu Chu, Zhenhua Xu, Xuan Liu, Meng Han:
MalURLBench: A Benchmark Evaluating Agents' Vulnerabilities When Processing Web URLs. 14589-14601 - Zeguan Xiao, Lang Mo, Yun Chen, Lei Yang, Jiehui Zhao, Lili Yang, Guanhua Chen:
Representation-Guided Parameter-Efficient LLM Unlearning. 14602-14616 - Jiaqi Tang, Yu Xia, Yi-Feng Wu, Yuwei Hu, Yuhui Chen, Qing-Guo Chen, Xiaogang Xu, Xiangyu Wu, Hao Lu, Yanqing Ma, Shiyin Lu, Qifeng Chen:
LPO: Towards Accurate GUI Agent Interaction via Location Preference Optimization. 14617-14628 - Xuanbo Su, Yingfang Zhang, Hao Luo, Xiaoteng Liu, Leo Huang:
Mistake Notebook Learning: Batch-Clustered Failures for Training-Free Agent Adaptation. 14629-14645 - Shuo Wang, Qing Zhu, Yang Xiao, Minglong Lei:
Large-Scale Multimodal Knowledge Graph about Classical Chinese Poetry: Fine-grained Method and Comprehensive Evaluation. 14646-14669 - Weifeng Sun, Meng Yan, Zhou Yang, Yuchen Chen, Song Sun, David Lo:
MultiCodeAttack: Iterative Jailbreak Attacking on LLMs with Multi-Code Prompt Injection. 14670-14690 - Tong Wang, Pei Xu, Shiyue Cao, Likun Yang, Daipeng Li, Jianbin Jiao, Kaiqi Huang:
SAMem: State-Aware Memory as a Fine-Grained Memory for LLM Agents in Decision-Making. 14691-14710 - Kui Liu, Mingming Yin, Zuoli Tang, Zihao Li, Chilin Fu, Xiaolu Zhang, Jun Zhou, Lixin Zou, Chenliang Li:
Learning to Translate by Translating: Stabilizing the Dual Loop via Semantic-Aware Self-Evolution. 14711-14726 - Yangyi Fang, Jiaye Lin, Xiaoliang Fu, Cong Qin, Haolin Shi, Chaowen Hu, Lu Pan, Ke Zeng, Xunliang Cai:
How to Allocate, How to Learn? Dynamic Rollout Allocation and Advantage Modulation for Policy Optimization. 14727-14744 - Jiaming Wang, Yunke Zhao, Peng Ding, Jun Kuang, Yibin Shen, Zhe Tang, Yilin Jin, Zongyu Wang, Xiaoyu Li, Xuezhi Cao:
Meeseeks: A Feedback-Driven, Iterative Self-Correction Benchmark evaluating LLMs' Instruction Following Capability. 14745-14773 - Guorui Li, Dugang Liu, Lei Li, Xing Tang, Zhong Ming:
HSUGA: LLM-Enhanced Recommendation with Hierarchical Semantic Understanding and Group-Aware Alignment. 14774-14788 - Yixu Wang, Xin Wang, Yang Yao, Xinyuan Li, Xibang Yang, Yan Teng, Xingjun Ma, Yingchun Wang:
AgenticEval: Toward Agentic and Self-Evolving Safety Evaluation of Large Language Models. 14789-14808 - Qing Liu, Jianhao Zhang, Ou Wu, Michael K. P. Ng, Yi Du:
AlphaEdit+: Model Editing in the Presence of Conflicting and Inconsistent Knowledge. 14809-14835 - Ziyao Tang, Pengkun Jiao, Bin Zhu, Huiyan Qi, Jingjing Chen, Yu-Gang Jiang:
Spatiotemporal Sycophancy: Negation-Based Gaslighting in Video Large Language Models. 14836-14852 - Wenxuan Zhang, Yuan-Hao Jiang, Yang Cao, Yonghe Wu:
FreeChunker: A Cross-Granularity Chunking Framework. 14853-14865 - Qirui Jiao, Dian Jiao, Nan Du, Ying Shen, Liang Lin:
Invocation Refiner: A Plug-and-Play Module for Rectifying LLM Tool Invocations. 14866-14898 - Fengyi Wu, Yifei Dong, Yilong Dai, Guangyu Chen, Qifeng Wu, Huiting Huang, Hang Wang, Qi Dai, Alexander G. Hauptmann, Zhi-Qi Cheng:
GoViG: Goal-Conditioned Visual Navigation Instruction Generation via Multimodal Reasoning. 14899-14920 - Yanda Li, Yuhan Liu, Zirui Song, Yunchao Wei, Martin Takác, Salem Lahlou:
Temporal Contrastive Decoding: A Training-Free Method for Large Audio-Language Models. 14921-14934 - Mourad Heddaya, Manley Roberts, Rohan Wadhawan, Chenhao Tan:
When Internalization Fails: Finding Better Targets for Reasoning Compression. 14935-14946 - Yongmin Yoo, Qiongkai Xu, Longbing Cao:
PatentMind: A Multi-Aspect Reasoning Graph for Patent Similarity Evaluation. 14947-14964 - Qianhao Yuan, Jie Lou, Zichao Li, Jiawei Chen, Yaojie Lu, Hongyu Lin, Le Sun, Debing Zhang, Xianpei Han:
MemSearcher: Iterative Memory Integration for Search Agent via End-to-End Reinforcement Learning. 14965-14977 - Hang Su, Zequn Liu, Chen Hu, Xuesong Lu, Yingce Xia, Liu Zhen:
CoPA: Benchmarking Personalized Question Answering with Data-Informed Cognitive Factors. 14978-15007 - Yuchen Yang, Lei Peng, Yujie He, Yang Yu, Zhongxin Wu, Yanlei Shi:
RAP-ID: Mechanistic Prompt Injection Detection via Impostor Behavior Analysis. 15008-15019 - Zewen Long, Yu Peng, Fangming Dong, Congyi Li, Xingmao Guan, Shu Wu, Kai Chen:
When Safety Alignment Fails to Generalize: Probing with Language Game Jailbreaks. 15020-15037 - Yue Zhao, Hongyan Li, Yong Chen, Luo Ji:
Self-EmoQ: Plutchik-Guided Value-based Planning to Drive Streaming Emotional TTS. 15038-15055 - Chi Liu, Yan Shu, Mengzhuo Chen, Hongming Piao, Zhijian Duan, Derek Li, Bryan Dai:
Scaling is Not All You Need: Clinical-Oriented Reinforcement Learning Makes Parameter-Efficient Clinical Reasoning. 15056-15068 - Bajian Xiang, Tingwei Guo, Xuan Chen, Yang Han:
Do We Need Distinct Representations for Every Speech Token? Unveiling and Exploiting Redundancy in Large Speech Language Models. 15069-15087 - Tian Lan, Felix Henry, Bin Zhu, Qianghuai Jia, Junyang Ren, Qihang Pu, Haijun Li, Longyue Wang, Zhao Xu, Weihua Luo:
Table-as-Search: Agentic Information Seeking is Table Completion. 15088-15107 - Junzhe Zhang, Huixuan Zhang, Xinyu Hu, Li Lin, Mingqi Gao, Shi Qiu, Xiaojun Wan:
Minos: A Multimodal Evaluation Model for Bidirectional Generation Between Image and Text. 15108-15132 - Yubo Jiang, Xin Yang, Abudukelimu Wuerkaixi, Zheming Yuan, Xuxin Cheng, Cao Liu, Ke Zeng, Fengying Xie, Zhiguo Jiang, Haopeng Zhang:
Global Context or Local Detail? Adaptive Visual Grounding for Hallucination Mitigation. 15133-15152 - Caishuang Huang, Yang Qiao, Rongyu Zhang, Junjie Ye, Pu Lu, Wenxi Wu, Meng Zhou, Xiku Du, Qi Zhang, Tao Gui, Xuanjing Huang:
FinToolSyn: A forward synthesis Framework for Financial Tool-Use Dialogue Data with Dynamic Tool Retrieval. 15153-15196 - Rui Song, Yingji Li, Jian Li, Fausto Giunchiglia, Hao Xu:
From Fake to Real: Mitigating Out-of-Distribution Bias in In-Context Learning via Feedback Supervision from Large Language Models. 15197-15213 - Guangtao Lyu, Qi Liu, Chenghao Xu, Jiexi Yan, Muli Yang, Xueting Li, Fen Fang, Cheng Deng:
Revealing and Enhancing Core Visual Regions: Harnessing Internal Attention Dynamics for Hallucination Mitigation in LVLMs. 15214-15230 - Chengshuai Zhao, Zhen Tan, Pingchuan Ma, Dawei Li, Bohan Jiang, Yancheng Wang, Yingzhen Yang, Huan Liu:
Is Chain-of-Thought Reasoning of LLMs a Mirage? A Data Distribution Lens. 15231-15261 - Jinchao Li, Yunxin Li, Chenrui Zhao, Zhenran Xu, Baotian Hu, Min Zhang:
WindowsWorld: A Process-Centric Benchmark of Autonomous GUI Agents in Professional Cross-Application Environments. 15262-15280 - Weiyu Sun, Liangliang Chen, Yongnuo Cai, Huiru Xie, Yi Zeng, Ying Zhang:
EDU-CIRCUIT-HW: Evaluating Multimodal Large Language Models on Real-World University-Level STEM Student Handwritten Solutions. 15281-15314 - Peng Wang, Xuesi Hu, Jiageng Wu, Yuntao Zou, Qiancheng Zhang, Dagang Li:
What Factors Affect LLMs and RLLMs in Financial Question Answering? 15315-15327 - Namyeong So, Seokgyu Jang, Taeuk Kim:
Superficial Success vs. Internal Breakdown: An Empirical Study of Generalization in Adaptive Multi-Agent Systems. 15328-15354 - Jinshuo Zhang, Xiaoding Zhou, Weiyu Zhang, Guoqiang Chen, Ying Lian, Xiaoyang Meng, Yonghe Chen, Hongjiao Guan, Jiasheng Si, Wenpeng Lu:
D²-RAG: Dual-Decision Retrieval-Augmented Generation via Multi-Dimensional Uncertainty and Utility-Aware Decoding. 15355-15382 - Tao Liu, Taiqiang Wu, Runming Yang, Shaoning Sun, Junjie Wang, Yujiu Yang:
ProFit: Leveraging High-Value Signals in SFT via Probability-Guided Token Selection. 15383-15401 - Zhitong Chen, Kai Yin, Xiangjue Dong, Chengkai Liu, Xiangpeng Li, Bo Li, Junwei Ma, Yiming Xiao, Ali Mostafavi, James Caverlee:
DisastQA: A Comprehensive Benchmark for Evaluating Question Answering in Disaster Management. 15402-15427 - Jianghao Wu, Feilong Tang, Yulong Li, Ming Hu, Haochen Xue, Shoaib Jameel, Zongyuan Ge, Yutong Xie, Imran Razzak:
TAGS: A Test-Time Generalist-Specialist Framework with Retrieval-Augmented Reasoning and Verification. 15428-15445 - Samuel Yeh, Sharon Li:
How Retrieved Context Shapes Internal Representations in RAG. 15446-15468 - Shi-Yu Tian, Zhi Zhou, Wei Dong, Kun-Yang Yu, Ming Yang, Zi-Jian Cheng, Lan-Zhe Guo, Yu-Feng Li:
TabularMath: Understanding Math Reasoning over Tables with Large Language Models. 15469-15498 - Xiaomin Li, Tala Wang, Zichen Zhong, Ying Zhang, Zirui Zheng, Takashi Isobe, Dezhuang Li, Huchuan Lu, You He, Xu Jia:
Seek-and-Solve: Benchmarking MLLMs for Visual Clue-Driven Reasoning in Daily Scenarios. 15499-15517 - Yichi Zhang, Zhuo Chen, Lingbing Guo, Wen Zhang, Huajun Chen:
Structured and Abstractive Reasoning on Multi-modal Relational Knowledge Images. 15518-15540 - Zaiyuan Di, Jianting Chen, Yunxiao Yang, Xiaoying Gao, Li Yang, Zhihao Wang, Yang Xiang:
Code Reffix: A Benchmark for Reflection-Guided Code Repair with Large Language Models. 15541-15561 - Yutang Ge, Guojiang Zhao, Sihang Li, Zheng Cheng, Zifeng Zhao, Hanchen Xia, Guolin Ke, Linfeng Zhang, Zhifeng Gao, Yu Guang Wang:
ProtoCycle: Reflective Tool-Augmented Planning for Text-Guided Protein Design. 15562-15586 - Shuyan Ke, Qiong Wu, Hui Li, Liujuan Cao:
SEC-FinTables: Evaluating Large Language Models for Detecting Logical Inconsistencies on Tabular Data. 15587-15607 - Xuxian Hu, Zhu Teng, Wei Zhang, Ming He, Jianping Fan:
QueryLink: Leveraging Query-Memory Alignment for Long-Term Reasoning in LLM Agents. 15608-15621 - Pollawat Hongwimol, Haoning Shang, Chutong Wang, Zhichao Wan, Yi Gao, Yuanming Li, Lin Gui, Wenhao Sun, Cheng Yu:
AutoPKG: An Automated Framework for Dynamic E-commerce Product-Attribute Knowledge Graph Construction. 15622-15650 - Wanlong Liu, Junying Chen, Yunjin Yang, Prayag Tiwari, Wenyu Chen, Benyou Wang:
Benchmarking LLMs on Authentic Cases from Medical Journals. 15651-15675 - Guhong Chen, Chenghao Sun, Cheng Fu, Qiyao Wang, Zhihong Huang, Chaopeng Wei, Guangxu Chen, Feiteng Fang, Ahmadreza Argha, Bing Zhao, Xander Xu, Qi Han, Hamid Alinejad-Rokny, Qiang Qu, Binhua Li, Shiwen Ni, Min Yang, H. U. Wei, Yongbin Li:
Beyond Quantity: Trajectory Diversity Scaling for Code Agents. 15676-15691 - Zihan Chen, Yiming Zhang, Hengguang Zhou, Zenghui Ding, Yining Sun, Cho-Jui Hsieh:
Rethinking RL Evaluation: Can Benchmarks Truly Reveal Failures of RL Methods? 15692-15709 - Song-Li Wu, Zhaocheng Du, Xianquan Wang, Jingyi Wang:
CaPEdit: Capability-Preserving Lifelong Knowledge Editing For Language Models. 15710-15752 - He Xiao, Qingyao Yang, Dirui Xie, Wendong Xu, Zunhai Su, Runming Yang, Haobo Liu, Wenyong Zhou, Zhengwu Liu, Ngai Wong:
Exploring Layer-wise Information Effectiveness for Post-Training Quantization in Small Language Models. 15753-15764 - Gengyuan Hu, Haoxiang Liu, Chenhong Cao, Shilei Tan, Wei Gong:
ELTLM: Evaluation of Longitudinal Temporal Large Multimodal Models in Clinical Scenarios. 15765-15779 - Zhiyin Yu, Bo Zhang, Qibin Hou, Zhonghai Wu, Xiao Luo, Lei Bai:
Easy Samples Are All You Need: Self-Evolving LLMs via Data-Efficient Reinforcement Learning. 15780-15795 - Keyang Zhong, Junlin Xie, Hefeng Wu, Haofeng Li, Guanbin Li:
Collaborative Multi-Agent Scripts Generation for Enhancing Imperfect-Information Reasoning in Murder Mystery Games. 15796-15819 - Ho Hung Lim, Yi Yang:
A Picture is Worth a Thousand Words? An Empirical Study of Aggregation Strategies for Visual Financial Document Retrieval. 15820-15829 - Yifan Yang, Jinghui Lu, Yaping Deng, Ao Yang, Peijie Yu, Tinghao Yu, Feng Zhang:
ToolCPT: Improving Tool Utilization in LLM Agents via Continuous Pre-training. 15830-15856 - Kyeongman Park, Minha Jhang, Kyomin Jung:
A Universal Avoidance Method for Diverse Multi-branch Generation. 15857-15870 - Lei Wang, Min Huang, Eduard C. Dragut:
CentaurTA: A Self-Improving Human-Agents Collaboration Framework for Thematic Analysis. 15871-15884 - Changhai Zhou, Shiyang Zhang, Yuhua Zhou, Jun Gao, Qian Qiao, Shichao Weng, Weizhong Zhang, Cheng Jin:
Balancing Fidelity and Plasticity: Aligning Mixed-Precision Fine-Tuning with Linguistic Hierarchies. 15885-15896 - Yuwei Guo, Zihan Zhao, Xiaowei Liu, Xiangning Yu, Qun Ma, Deyu Zhou, Xiao Xue:
From Script to Stage: Automating Experimental Design for Social Simulations with LLMs. 15897-15916 - Hengyi Feng, Zeang Sheng, Meiyi Qiang, Yang Li, Wentao Zhang:
Generative Giants, Retrieval Weaklings: Why do Multimodal Large Language Models Fail at Multimodal Retrieval? 15917-15933 - Xinping Zhao, Shouzheng Huang, Yan Zhong, Xinshuo Hu, Meishan Zhang, Baotian Hu, Min Zhang:
Learning to Extract Rational Evidence via Reinforcement Learning for Retrieval-Augmented Generation. 15934-15956 - Junkun Qiu, Min Huang, Qinghai Miao:
Tree-Notebook: A Context-Aware Agent with Tree Search and Entropy-Aware Data Shadow for Interactive Data Science. 15957-15970 - Haonan Shangguan, Xiaocui Yang, Shi Feng, Daling Wang, Yifei Zhang, Feiliang Ren, Ge Yu:
Resource-Limited Joint Multimodal Sentiment Reasoning and Classification via Chain-of-Thought Enhancement and Distillation. 15971-15986 - Wenhan Liu, Xinyu Ma, Yutao Zhu, Yuchen Li, Daiting Shi, Dawei Yin, Zhicheng Dou:
Agentic-R: Learning to Retrieve for Agentic Search. 15987-16005 - Qingjia Huang, Jingyu Zhang, Jianguo Wu, Yakai Li, Weijuan Zhang, Yankai Rong, Junyi Yao, Shengzhi Zhang, Xiaoqi Jia:
JailMeter: An Evidence-Based Evaluation Framework for Jailbreak Attacks on Large Language Models. 16006-16029 - Suchen Liu, Yuanfeng Song, Jun Gao, Xing Chen:
DataSeer: A Manager-Centric Collaborative Multi-Agent Framework with Multi-Branch Reasoning for Automated Insight Discovery. 16030-16058 - Jiachen Qian, Zhaolu Kang:
"Penny Wise, Pixel Foolish": Bypassing Price Constraints in Multimodal Agents via Visual Adversarial Perturbations. 16059-16073 - Huangwei Chen, Wu Li, Junhao Jia, Yining Chen, Xiaotao Pang, YaLong Chen, Gonghui Li, Haishuai Wang, Jiajun Bu, Lei Wu:
Beyond the Individual: Virtualizing Multi-Disciplinary Reasoning for Clinical Intake via Collaborative Agents. 16074-16101 - Zhenyu He, Qingping Yang, Wei Shen, Xiaojian Zhong, Kechi Zhang, Chenxin An, Wenlei Shi, Tianle Cai, Di He, Jiaze Chen, Jingjing Xu:
SWE-Swiss: A Multi-Task Fine-Tuning and RL Recipe for High-Performance Issue Resolution. 16102-16114 - Yunhao Feng, Yige Li, Yutao Wu, Yingshui Tan, Yanming Guo, Yifan Ding, Kun Zhai, Xingjun Ma, Yu-Gang Jiang:
BackdoorAgent: A Unified Framework for Backdoor Attacks on LLM-based Agents. 16115-16127 - Guanyu Zheng, Wang Zhenyu, Tingting He, Xv Wang, Haochang Wang, Yaokai Huang, Tiejun Zhao:
DKME: Rethinking Coupled Knowledge Memory for Lifelong Model Editing of Large Language Models. 16128-16150 - Fulong Fan, Peilin Liu, Fengzhe Liu, Shuyan Yang, Gang Yan:
Self-Awareness before Action: Mitigating Logical Inertia via Proactive Cognitive Awareness. 16151-16162 - Wenhan Han, Yifan Zhang, Zhixun Chen, Binbin Liu, Mykola Pechenizkiy, Meng Fang, Yin Zheng:
MuBench: Assessment of Multilingual Capabilities of Large Language Models Across 61 Languages. 16163-16192 - Yuyin Zhou, Yongmei Liu:
PrefRAG: Correcting Semantic Errors in Auto-Formalization for Logical Reasoning with Program Preference RAG. 16193-16208 - Jian Yang, Wei Zhang, Shuyue Guo, Yizhi LI, Linzheng Chai, Zhengmao Ye, Shukai Liu, Yuyang Song, Jiajun Wu, Che Liu, Tianyu Zheng, Siwei Wu, Leo L, Xudong Ma, Chuan Hao, Ran Tao, Yan Xing, Jianzhou Wang, Mingjie Tang, Aishan Liu, Zhoujun Li, Xianglong Liu, Weifeng Lv, Bryan Dai:
LoopCoder: Scaling Code Intelligence via Looped Language Models. 16209-16223 - Zicheng Huang, Yajuan Tong, Xinhui Tu, Tingting He:
TempTool-R1: Tool-Augmented Reinforcement Learning for Temporal Knowledge Graph Question Answering. 16224-16241 - Jiang Li, Pengfei Cao, Chenxi Zhou, Tian Lan, Xiangdong Su, Kang Liu, Jun Zhao, Guanglai Gao:
Lightweight Haar Wavelet Subband Pruning for LLMs. 16242-16259 - Wenjin Liu, Haoran Luo, Xueyuan Lin, Haoming Liu, Tiesunlong Shen, Jiapu Wang, Rui Mao, Erik Cambria:
Prompt-R1: Collaborative Automatic Prompting Framework via End-to-end Reinforcement Learning. 16260-16280 - Jingyue Gao, Yanjiang Guo, Xiaoshuai Chen, Jianyu Chen:
ProCeedRL: Process Critic with Explorative Demonstration Reinforcement Learning for LLM Agentic Reasoning. 16281-16295 - Zhiyuan He, Yike Zhang, Chengruidong Zhang, Huiqiang Jiang, Yuqing Yang, Lili Qiu:
Accelerating Prefilling via Decoding-time Contribution Sparsity. 16296-16308 - Zhuofan Wen, Yang Feng:
SpecBound: Adaptive Bounded Self-Speculation with Layer-wise Confidence Calibration. 16309-16321 - Xiaoxu Ma, Xiangbo Zhang, Zhenyu Weng:
Stable and Explainable Personality Trait Evaluation in Large Language Models with Internal Activations. 16322-16340 - Jiang Li, Zehua Duo, Tian Lan, Feilong Bao, Guanglai Gao, Xiangdong Su:
Learning Continuous Temporal Dynamics on Symplectic Manifolds for Temporal Knowledge Graph Embedding. 16341-16357 - Wenhan Han, Xiao Xiao, Mykola Pechenizkiy, Meng Fang:
mPresenter: An Agentic Framework for Generating Multilingual Presentation Videos from Scientific Papers. 16358-16371 - Hao Zhang, Jiahao Wang, Zhenke Duan, Xin Yin, Haichuan Hu, Hualong Chen, Yi Su, Congqing He, Yike Tan, Yu-N Cheah:
Tree-CoT-RT: An Explainable Multi-Path Tree-Guided Chain-of-Thought and Reinforcement Learning Framework for Aspect Sentiment Quad Prediction. 16372-16391 - Siyuan Cheng, Bozhong Tian, Yanchao Hao, Zheng Wei:
PRISM-MCTS: Learning from Reasoning Trajectories with Metacognitive Reflection. 16392-16402 - Jiang Li, Zehua Duo, Guanglai Gao, Xiangdong Su:
CausalityCheck: A Framework for Evaluating Causal Reasoning in Large Language Models. 16403-16429 - Haoyue Yang, Xuanle Zhao, Xuexin Liu, Feibang Jiang, Yao Zhu:
OmniDiagram: Advancing Unified Diagram Code Generation via Visual Interrogation Reward. 16430-16452 - Hengle Jiang, Ke Tang:
Why Agents Compromise Safety Under Pressure. 16453-16470 - Jie Cao, Zhenxuan Fan, Zhuonan Wang, Tianwei Lin, Ziyuan Zhao, Rolan Yan, Wenqiao Zhang, Feifei Shao, Hongwei Wang, Jun Xiao, Siliang Tang:
CoMoL: Efficient Mixture of LoRA Experts via Dynamic Core Space Merging. 16471-16481 - Dehai Min, Kailin Zhang, Tongtong Wu, Lu Cheng:
QuCo-RAG: Quantifying Uncertainty from the Pre-training Corpus for Dynamic Retrieval-Augmented Generation. 16482-16500 - Mingjian Yang, Yong Wang, Peng Liu, Wen Yin:
CaM-HG: Causal-Enhanced MoE and Hypergraphs Network for Incomplete Multimodal Emotion Recognition in Conversations. 16501-16516 - Xuemiao Zhang, Chengying Tu, Can Ren, Rongxiang Weng, Hongfei Yan, Jingang Wang, Xunliang Cai:
Large-Scale Diverse Synthesis for Mid-Training. 16517-16539 - Sunanda Das, Qinghua Li:
DiSec: Mitigating Backdoors in Pre-trained Language Models via Disentanglement of Adversarial Weights for Secure Fine-Tuning. 16540-16559 - Yezi Liu, Hanning Chen, Wenjun Huang, Yang Ni, Mohsen Imani:
LUNE: Efficient LLM Unlearning via LoRA Fine-Tuning with Negative Examples. 16560-16576 - Ling-I Wu, Minyu Chen, Jingyang Li, Xi Chang, Guoqiang Li:
Think Earlier, Not Longer: Prompt Optimization via Reducing Unhealthy Exploration. 16577-16592 - Bichen Wang, Junzhe Wang, Yixin Sun, Xing Fu, Yanyan Zhao, Bing Qin:
Psychological Counseling Cannot Be Achieved Overnight: Automated Psychological Counseling Through Multi-Session Conversations. 16593-16609 - Manjie Xu, Isabella Yin, Xinyi Tu, Chi Zhang, Yixin Zhu:
Code over Words: Overcoming Semantic Inertia via Code-Grounded Reasoning. 16610-16632 - Xiaoqian Liu, Zhengkun Ge, Jianjin Wang, Haoran Zhang, Yuan Ge, Kaiyan Chang, Chen Xu, Tong Xiao, Zhengtao Yu, Linfeng Zhang, JingBo Zhu:
Bypassing Neural Evaluations for Fast Audio Editing via Adaptive Trajectory Extrapolation. 16633-16647 - Xudong Wang, Chaoning Zhang, Chenghao Li, Shuxu Chen, Qigan Sun, Jiaquan Zhang, Fachrina Dewi Puspitasari, Tae-Ho Kim, Jiwei Wei, Malu Zhang, Guoqing Wang, Yang Yang, Heng Tao Shen:
Agent-GWO: Collaborative Agents for Dynamic Prompt Optimization in Large Language Models. 16648-16670 - Pengyu Xu, Jingren Hou, Liping Jing, Jian Yu:
Structured Confidence-Guided Online Adaptation for LLM-based Multi-Label Classification. 16671-16686 - Chenglong Wang, Canjia Li, Xingzhao Zhu, Yifu Huo, Huiyu Wang, Weixiong Lin, Yun Yang, Qiaozhi He, Tianhua Zhou, Changxiaojia, JingBo Zhu, Tong Xiao:
SERM: Self-Evolving Relevance Model with Agent-Driven Learning from Massive Query Streams. 16687-16706 - Taeyun Roh, Wonjune Jang, Junha Jung, Jaewoo Kang:
CLAG: Adaptive Memory Organization via Agent-Driven Clustering for Small Language Model Agents. 16707-16726 - Shiwei Lyu, Xidong Wang, Hao Zhu, Lei Liu, Chaohe Zhang, Jian Wang, Jinjie Gu, Benyou Wang, Yue Shen:
ClinAlign: Scaling Healthcare Alignment from Clinician Preference. 16727-16747 - Yuqi Yang, Weiqi Wang, Baixuan Xu, Wei Fan, Qing Zong, Chunkit Chan, Zheye Deng, Xin Liu, Yifan Gao, Changlong Yu, Chen Luo, Yang Li, Zheng Li, Qingyu Yin, Bing Yin, Yangqiu Song:
SessionIntentBench: A Multi-task Inter-session Intention-shift Modeling Benchmark for E-commerce Customer Behavior Understanding. 16748-16775 - Yang Xiao, Eun-Jung Holden, Ting Dang:
Adapting Where It Matters: Depth-Aware Adaptation for Efficient Multilingual Speech Recognition in Low-Resource Languages. 16776-16788 - Chen Wang, Lai Wei, Yanzhi Zhang, Chenyang Shao, Zedong Dan, Weiran Huang, Ge Lan, Yue Wang:
Targeted Exploration via Unified Entropy Control for Reinforcement Learning. 16789-16802 - Zouying Cao, Jiaji Deng, Li Yu, Weikang Zhou, Zhaoyang Liu, Bolin Ding, Hai Zhao:
Remember Me, Refine Me: A Dynamic Procedural Memory Framework for Experience-Driven Agent Evolution. 16803-16822 - Xinyan Guan, Jiali Zeng, Chunlei Xin, Yaojie Lu, Hongyu Lin, Xianpei Han, Le Sun, Fandong Meng:
Knowing When to Quit: Diagnosing and Training LLMs to Abort Futile Reasoning. 16823-16835 - Feng Luo, Yu-Neng Chuang, Guanchu Wang, Hoang Anh Duy Le, Shaochen Zhong, Hongyi Liu, Jiayi Yuan, Yang Sui, Vladimir Braverman, Vipin Chaudhary, Xia Ben Hu:
AutoL2S: Auto Long-Short Reasoning for Efficient Large Language Models. 16836-16858 - Haeun Jang, Hwan Chang, Hwanhee Lee:
Doc-PP: Document Policy Preservation Benchmark for Large Vision-Language Models. 16859-16881 - Meng Xi, Sihan Lv, Yechen Jin, Guanjie Cheng, Naibo Wang, Ying Li, Jianwei Yin:
RIPRAG: Hack a Black-box Retrieval-Augmented Generation Question-Answering System with Reinforcement Learning. 16882-16902 - Peiding Wang, Li Zhang, Fang Liu, Chongyang Tao, Yinghao Zhu:
CodeMEM: AST-Guided Adaptive Memory for Repository-Level Iterative Code Generation. 16903-16917 - Loris Bergeron, Ioana Buhnila, Jérôme François, Radu State:
HalluGuard: Evidence-Grounded Small Reasoning Models to Mitigate Hallucinations in Retrieval-Augmented Generation. 16918-16932 - Bolei Ma, Yina Yao, Anna-Carolina Haensch:
Capabilities and Evaluation Biases of Large Language Models in Classical Chinese Poetry Generation: A Case Study on Tang Poetry. 16933-16957 - Songcheng Cai, Zhiheng Lyu, Yuansheng Ni, Xiangchao Chen, Baichuan Zhou, Shenzhe Zhu, Yi Lu, Haozhe Wang, Chi Ruan, Benjamin Schneider, Weixu Zhang, Xiang Li, Andy Zheng, Yuyu Zhang, Ping Nie, Wenhu Chen:
SWE-QA-Pro: A Representative Benchmark and Scalable Training Recipe for Repository-Level Code Understanding. 16958-16999 - Chentao Li, Zirui Gao, Mingze Gao, Yinglian Ren, Jianjiang Feng, Jie Zhou:
Do MLLMs Understand Pointing? Benchmarking and Enhancing Referential Reasoning in Egocentric Vision. 17000-17019 - Junqi Chen, Sirui Chen, Chaochao Lu:
Can Post-Training Transform LLMs into Causal Reasoners? 17020-17038 - Yishu Lei, Shuwei He, Hu Jing, Dan Zhang, Xianlong Luo, Danxiang Zhu, Shikun Feng, Rui Liu, Jingzhou He, Yu Sun, Hua Wu, Haifeng Wang:
MoE Adapter for Large Audio Language Models: Sparsity, Disentanglement, and Gradient-Conflict-Free. 17039-17050 - Hao Gu, Hao Wang, Jiacheng Liu, Lujun Li, Qiyuan Zhu, Bei Liu, Binxing Xu, Lei Wang, Xintong Yang, Sida Lin, Sirui Han, Yike Guo:
QaRL: Rollout-Aligned Quantization-Aware RL for Fast and Stable Training under Training-Inference Mismatch. 17051-17064 - Hanqing Wang, Yongdong Chi, Jian Yang, Lei Yang, Jiehui Zhao, Yun Chen, Guanhua Chen:
Beyond Static Rules: Automated Discovery of Latent Vulnerabilities in Text-to-SQL. 17065-17082 - Jaewook Lee, Myeong-Cheol Kang, Jong-hun Shin:
Can We Entrust Justice to AI?: How Persona Traps Contaminate Reasoning in Criminal Investigation. 17083-17103 - Yuqi Chu, Lizi Liao, Jinggui Liang, Boyang Li, Richang Hong:
Beyond Semantic Similarity: Appraisal-Guided Chain-of-Thought Reasoning and Retrieval for Multimodal Emotional Support Conversations. 17104-17119 - Jiale Zhao, Ke Fang, Lu Cheng:
When and What to Ask: AskBench and Rubric-Guided RLVR for LLM Clarification. 17120-17140 - Yun Hong, Yan Zhou, Yang Feng:
FreezeEmpath: Efficient Training for Empathetic Spoken Chatbots with Frozen LLMs. 17141-17157 - Jin Gan, Xin Li, Jun Luo:
To Intervene or Not: Guiding Inference-time Alignment with Probabilistic Model Blending. 17158-17169 - Abraham Toluwase Owodunni, Orevaoghene Ahia, Sachin Kumar:
FLEXITOKENS: Flexible Tokenization for Evolving Language Models. 17170-17190 - Ran Xu, Yuchen Zhuang, Yue Yu, Haoyu Wang, Wenqi Shi, Carl Yang:
RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation. 17191-17206 - Guanhua Chen, Yutong Yao, Shenghe Sun, Ci-Jun Gao, Shudong Liu, Lidia S. Chao, Feng Wan, Derek F. Wong:
Chain-of-Procedure: Hierarchical Visual-Language Reasoning for Procedural QA. 17207-17224 - Yunzhi Shen, Hao Zhou, Xin Huang, Xue Han, Junlan Feng, Shujian Huang:
PEGRL: Improving Machine Translation by Post-Editing Guided Reinforcement Learning. 17225-17242 - Xu Luo, Yongbin Liu, Chunping Ouyang, Ying Yu:
RanLoRA: Residual-aware Nonlinear Low-Rank Adaptation. 17243-17258 - Xudong Li, Yuhang Tian, Dandan Song, Zhijing Wu, Shuhao Zhang, Jun Yang, Yongyu Huo, Changzhi Zhou, Xinyu Zhang, Chenhao Li, Huipeng Ma, Luan Zhang, Yan Xu, Qian Liu:
Multi-Hop Knowledge Editing via Critic-Guided Multi-Agent Reasoning. 17259-17276 - Minsung Kim, Nakyeong Yang, Kyomin Jung:
Rethinking Post-Unlearning Behavior of Large Vision-Language Models. 17277-17287 - He Chang, Zhulin Tao, Lifang Yang, Xianglin Huang, Yunshan Ma:
Scattered Hypothesis Generation for Open-Ended Event Forecasting. 17288-17304 - Yingtao Ren, Xiao Luo, Yu-Cheng Chang, Chin-Teng Lin:
Context-attended Adversarial Reinforcement Learning for Robust Multi-step Retrieval Augmented Generation. 17305-17319 - Peixuan Hou, Yunbo Hou, Bin Chen, Li He, Jian Xu, Weiping Li, Bo Zheng, Guojie Song:
From Pseudo-Balancing to True Specialization: Memory-Aware Routing for Mixture-of-Experts. 17320-17337 - Sejun Park, Yoonah Park, Jongwon Lim, Yohan Jo:
Learning to Retrieve User History and Generate User Profiles for Personalized Persuasiveness Prediction. 17338-17359 - Haohan Yuan, Haopeng Zhang:
Understanding LLM Reasoning for Abstractive Summarization. 17360-17386 - Liangliang Liu, Yanming Li, Yigang Liu, Jialong Han, Rujia Shen, Yi Guan, Yi Lin, Jingchi Jiang:
Feasible is Not Enough: Cost-Aware Optimal Tool-Chain Planning on Multi-Solution Tool Graphs. 17387-17403 - Xueyu Zhou, Yangrong Hu, Jian Huang:
DOS: Dependency-Oriented Sampler for Masked Diffusion Language Models. 17404-17419 - Yuxuan Ouyang, Yingfeng Luo, JingBo Zhu, Tong Xiao:
BIASEDTALES-ML: A Multilingual Dataset for Analyzing Narrative Attribute Distributions in LLM-Generated Stories. 17420-17436 - Man Hu, Xinyi Wu, Zhufeng Suo, Jinbo Feng, Linghui Meng, Yanhao Jia, Anh Tuan Luu, Shuai Zhao:
Rethinking Reasoning: A Survey on Reasoning-based Backdoors in LLMs. 17437-17456 - Kiran Purohit, Ramasuri Narayanam, Soumyabrata Pal:
From Tokens to Steps: Verification-Aware Speculative Decoding for Efficient Multi-Step Reasoning. 17457-17471 - Yifu Huo, Chenglong Wang, Ziming Zhu, Shunjie Xing, Peinan Feng, Tongran Liu, Qiaozhi He, Tianhua Zhou, Changxiaojia, JingBo Zhu, Zhengtao Yu, Tong Xiao:
SPS: Steering Probability Squeezing for Better Exploration in Reinforcement Learning for Large Language Models. 17472-17489 - Runnan Fang, Yuan Liang, Xiaobin Wang, Jialong Wu, Shuofei Qiao, Pengjun Xie, Fei Huang, Huajun Chen, Ningyu Zhang:
Memp: Exploring Agent Procedural Memory. 17490-17502 - Jinyang Wu, Guocheng Zhai, Ruihan Jin, Jiahao Yuan, Yuhao Shen, Shuai Zhang, Zhengqi Wen, Jianhua Tao:
ATLAS: Orchestrating Heterogeneous Models and Tools for Multi-Domain Complex Reasoning. 17503-17535 - Shuquan Lian, Juncheng Liu, Yazhe Chen, Yuhong Chen, Hui Li:
SWE-AGILE: A Software Agent Framework for Efficiently Managing Dynamic Reasoning Context. 17536-17550 - Kai Wang, Xu Wang, Zhiyuan Fu, Yudong Zhang, Yang Wang:
CAR: Empowering Agents with Dynamic Tool Synthesis and Global Trajectory Rectification. 17551-17571 - Dat Nguyen-Cong, Tung Kieu, Hoang Thanh-Tung:
FastDiSS: Few-step Match Many-step Diffusion Language Model on Sequence-to-Sequence Generation. 17572-17592 - Xiaoliang Xu, Huang Yuan, Junmei Wang, Can Xu:
GCIG: GraphRAG-based Cross-document Instruction Generation for Boosting LLM Reasoning. 17593-17609 - Runnan Fang, Shihao Cai, Baixuan Li, Jialong Wu, Guangyu Li, Wenbiao Yin, Xinyu Wang, Xiaobin Wang, Liangcai Su, Zhen Zhang, Shibin Wu, Zhengwei Tao, Yong Jiang, Pengjun Xie, Ningyu Zhang, Fei Huang, Wentao Zhang, Jingren Zhou:
Towards General Agentic Intelligence via Environment Scaling. 17610-17621 - Jungyu Lee, Kun-Hui Lee, Gyun Lee, Seung-Hoon Na:
EAIR: Entity-aware Inference-Time Knowledge Routing for Multi-Hop Knowledge Editing. 17622-17645 - Songping Peng, Zhiheng Zhang, Daojian Zeng, Lincheng Jiang, Xieping Gao:
Preventing Safety Drift in Large Language Models via Coupled Weight and Activation Constraints. 17646-17662 - Jianqing Zhang, Zhezheng Hao, Wei Xia, Hande Dong, Hong Wang, Chenxing Wei, Yuyan Zhou, Yubin Qi, Qiang Lin, Jian Cao:
GAPO: Robust Advantage Estimation for Real-World Code LLMs. 17663-17673 - Songze Li, Xiaoke Guo, Tianqi Liu, Biao Yi, Zhaoyan Gong, Zhiqiang Liu, Huajun Chen, Wen Zhang:
What's Missing in Screen-to-Action? Towards a UI-in-the-Loop Paradigm for Multimodal GUI Reasoning. 17674-17690 - Ruotao Xu, Yixin Ji, Yu Luo, Jinpeng Li, Dong Li, Peifeng Li, Juntao Li, Min Zhang:
When to Trust Tools? Adaptive Tool Trust Calibration For Tool-Integrated Math Reasoning. 17691-17706 - Xiangxi Zheng, Linjie Li, Zhengyuan Yang, Ping Yu, Alex Jinpeng Wang, Rui Yan, Yuan Yao, Lijuan Wang:
V-MAGE: A Game Evaluation Framework for Assessing Vision-Centric Capabilities in Multimodal Large Language Models. 17707-17758 - Huimin Xu, Shuai Zhao, Xiaobao Wu, Anh Tuan Luu:
Understanding and Preventing Entropy Collapse in RLVR with On-Policy Entropy Flow Optimization. 17759-17771 - Zeli Su, Ziyin Zhang, Zhou Liu, Xuexian Song, Zhankai Xu, Longfei Zheng, Xiaolu Zhang, Rong Fu, Guixian Xu, Wentao Zhang:
Reinforcement Learning with Semantic Rewards Enables Low-Resource Language Expansion without Alignment Tax. 17772-17786 - Kangyang Luo, Shuzheng Si, Yuzhuo Bai, Cheng Gao, Zhitong Wang, Cheng Huang, Yingli Shen, Yufeng Han, Wenhao Li, Cunliang Kong, Maosong Sun:
MEIC-DT: Memory-Efficient Incremental Clustering for Long-Text Coreference Resolution with Dual-Threshold Constraints. 17787-17804 - Zhengnan Guo, Fei Tan:
Lost in Diffusion: Uncovering Hallucination Patterns and Failure Modes in Diffusion Large Language Models. 17805-17818 - Renxing Chen, Ziwei Xiang, Peisong Wang, Hongjian Fang, Meng Li, Fanhu Zeng, Yanan Zhu, Peipei Yang, Xu-Yao Zhang, Jian Cheng:
FARSS: Fisher-Optimized Adaptive Low-Rank and Singular-Vector Selection for Knowledge-Preserving Fine-Tuning. 17819-17837 - Jiaang Li, Zhendong Mao, Quan Wang, Yuning Wan, Yongdong Zhang:
Align Documents to Questions: Question-Oriented Document Rewriting for Retrieval-Augmented Generation. 17838-17849 - Wenhao Zeng, Xuteng Zhang, Yuling Shi, Chao Hu, Yuting Chen, Beijun Shen, Xiaodong Gu:
GlimpRouter: Efficient Collaborative Inference by Glimpsing One Token of Thoughts. 17850-17864 - Jianqing Zhang, Wei Xia, Zhezheng Hao, Hong Wang, Hande Dong, Qiang Lin, Yang Liu, Jian Cao, Qiang Yang:
Plug-and-Play Data Module for Code RL: Adaptive Ambiguity Replay. 17865-17875 - Zihan Luo, Hong Huang, Jianxun Lian, Yu Chang, Xing Xie, Hai Jin:
Can AI Revise Research Papers with Human Review Feedback? An Empirical Study and Benchmark. 17876-17893 - Junyi Yuan, Jian Zhang, Tianxiu Yu, Yanlin Zhou, Xiaobo Jin, Qiufeng Wang, Fangyu Wu:
Dunhuang-Bench: How Well Do MLLMs Understand Cultural Heritage? 17894-17910 - Kelin Fu, Tianyu Liu, Zeyu Shang, Yingwei Ma, Jiaheng Liu, Jian Yang, Kaigui Bian:
Multi-Docker-Eval: A 'Shovel of the Gold Rush' Benchmark on Automatic Environment Building for Software Engineering. 17911-17927 - Jiashun Peng, Fu Zhang, Hongzhi Chen, Jingwei Cheng, Yingsong Ning, Xiaoke Wang:
Not All Modalities at Once: Dynamic Dropout and Bidirectional Fusion for Robust Multi-modal Knowledge Graph Completion. 17928-17940 - Yanjun Cui, Ali Emami, Temiloluwa Prioleau, Nikhil Singh:
If Only My CGM Could Speak: A Privacy-Preserving Agent for Question Answering over Continuous Glucose Data. 17941-17958 - Tong Sun, Mingyang Ma, Cheng Yu:
E-ABSA20K: A Dataset and Propose-and-Verify for Aspect-Based Sentiment Analysis in Long E-commerce Reviews. 17959-17973 - Chenxing Xu, Junyong Jiang, Zehu Zhang, Lu Dong:
ECHA: Jailbreaking LVLMs via the Mismatch between Implicit Semantic Reconstruction and Explicit Safety Alignment. 17974-17990 - Yuxiang Ji, Yong Wang, Ziyu Ma, Yiming Hu, Hailang Huang, Xuecai Hu, Guanhua Chen, Liaoni Wu, Xiangxiang Chu:
Thinking with Map: Reinforced Parallel Map-Augmented Agent for Geolocalization. 17991-18004 - Xiaoyun Zhang, Xiaojian Yuan, Di Huang, Wang You, Chen Hu, Jingqing Ruan, Kejiang Chen, Xing Hu:
Revisiting Entropy Regularization: Adaptive Coefficient Unlocks Its Potential for LLM Reinforcement Learning. 18005-18020 - Zhengxian Wu, Juan Wen, Wanli Peng, Haowei Chang, Yinghan Zhou, Yiming Xue:
SLIP: Soft Label Mechanism and Key-Extraction-Guided CoT-based Defense Against Instruction Backdoor in APIs. 18021-18042 - Jin Su, Runnan Fang, Yeqiu Li, Xiaobin Wang, Shihao Cai, Pengjun Xie, Ningyu Zhang, Fajie Yuan:
U-Fold: Dynamic Intent-Aware Context Folding for User-Centric Agents. 18043-18057 - Chaoyang Wang, Kaituo Feng, Dongyang Chen, Zhongyu Wang, Zhixun Li, Sicheng Gao, Meng Meng, Xu Zhou, Manyuan Zhang, Yuzhang Shang, Xiangyu Yue:
AdaTooler-V: Adaptive Tool-Use for Images and Videos. 18058-18072 - Jiale Liu, Jiahao Zhang, Suhang Wang:
Exposing Privacy Risks in Graph Retrieval-Augmented Generation. 18073-18093 - Bingguang Hao, Zengzhuang Xu, Maolin Wang, Yuntao Wen, Yicheng Chen, Cunyin Peng, Long Chen, Xiangyu Zhao, Jinjie Gu, Chenyi Zhuang, Ji Zhang:
BalanceSFT: Improving LLM Function Calling with Balanced Training Signals and Data Hardness. 18094-18112 - Minh-Vuong Nguyen, Fatemeh Shiri, Zhuang Li, Karin Verspoor:
How Robust Are Large Language Models for Clinical Numeracy? An Empirical Study on Numerical Reasoning Abilities in Clinical Contexts. 18113-18129 - Tzu-Chi Liu, Hui-Ying Yang, Shiow-Ching Shun, Yu-Chi Chen, Lu-Yen Anny Chen, Yong-Sheng Chen:
Safety-Aware Dialogue System for Postoperative Oral Cancer Care with Structured Clarification and a Clinically Curated Dataset. 18130-18142 - Guixian Xu, Yide Liang, Zeli Su, Xuexian Song, Ziyin Zhang, Yushuang Dong, Ting Zhang, Xu Han:
FTibSuite: A Comprehensive Resource Suite for Tibetan Vision-Language Modeling. 18143-18159 - Zihan Wang, Hao Wang, Shi Feng, Xiaocui Yang, Daling Wang, Yiqun Zhang, Jinghao Lin, Xiaozhong Ji, Haihua Yang:
DeepMed: Building a Medical DeepResearch Agent via Multi-hop Med-Search Data and Turn-Controlled Agentic Training & Inference. 18160-18178 - Zayd Muhammad Kawakibi Zuhri, Erland Hilman Fuadi, Alham Fikri Aji:
Softpick: No Attention Sink, No Massive Activations with Rectified Softmax. 18179-18213 - Chenkai Xu, Xu Wang, Zhenyi Liao, Yishun Li, TianQi Hou, Zhijie Deng:
UniCM: A Unified Consistency Model For Efficient Multimodal Generation and Understanding. 18214-18233 - Zhibo Man, Shaoyang Xu, Yujie Zhang, Yi Feng, Yuanmeng Chen, Yufeng Chen, Jinan Xu, Wenxuan Zhang:
Can Multi-agent Help Disambiguation in Multi-domain Translation? 18234-18244 - Zheng Wu, Xingyu Lou, Xinbei Ma, Yansi Li, Weiwen Liu, Weinan Zhang, Jun Wang, Zhuosheng Zhang:
Agent-Dice: Disentangling Knowledge Updates via Geometric Consensus for Agent Continual Learning. 18245-18262 - Kun Zhou, Jiakai He, Wenmian Yang, Zhensheng Wang, Yiquan Zhang, Weijia Jia:
Automatic Slide Updating with User-Defined Dynamic Templates and Natural Language Instructions. 18263-18297 - Langming Liu, Kangtao Lv, Haibin Chen, Weidong Zhang, Yejing Wang, Shilei Liu, Xin Tong, Yujin Yuan, Yongwei Wang, Wenbo Su, Bo Zheng:
PretrainRL: Alleviating Factuality Hallucination of Large Language Models at the Beginning. 18298-18310 - Seunghee Kim, Ingyu Bang, Seokgyu Jang, Changhyeon Kim, Sanghwan Bae, Jihun Choi, Richeng Xuan, Taeuk Kim:
OMHBench: Benchmarking Balanced and Grounded Omni-Modal Multi-Hop Reasoning. 18311-18334 - Lin Xv, Xian Gao, Ting Liu, Yuzhuo Fu:
Beyond Uniform SVD: Dual-Level Optimization across Columns and Modules for LLM Compression. 18335-18349 - Yibo Zhang, Kaiwen Luo, Liang Lin, Shilinlu Yan, Jin Wang, Yaoqi Guo, Yitian Chen, Yalan Qin, Zhenhong Zhou, Kun Wang, Li Sun:
RSA-Bench: Benchmarking Audio Large Models in Real-World Acoustic Scenarios. 18350-18374 - Han Jang, Junhyeok Lee, Heeseong Eum, Kyu Sung Choi:
MedLayBench-V: A Large-Scale Benchmark for Expert-Lay Semantic Alignment in Medical Vision Language Models. 18375-18394 - Yiheng Tao, Kaiwen Cheng, Zhiwei Nie, Chang Liu, Jie Chen:
Divergent Thinking: Escape the Homogeneity Trap in Generative Commonsense Reasoning. 18395-18410 - Xinyi Zeng, Xue Yang, Jingyuan Zhang, Huanqian Yan, Xiang Chen, Kaiwen Wei, Hankun Kang, Yu Tian:
SafeSteer: A Decoding-level Defense Mechanism for Multimodal Large Language Models. 18411-18422 - Yongfeng Huang, Ruiying Chen, James Cheng:
SEMA-RAG: A Self-Evolving Multi-Agent Retrieval-Augmented Generation Framework for Medical Reasoning. 18423-18442 - Bing Wang, Rui Miao, Chen Shen, Shaotian Yan, Kaiyuan Liu, Ximing Li, Xiaosong Yuan, Sinan Fan, Jun Zhang, Jieping Ye:
On the Step Length Confounding in LLM Reasoning Data Selection. 18443-18457 - Hengyu Wu, Yang Cao:
SLIM: Stealthy Low-Coverage Black-Box Watermarking via Latent-Space Confusion Zones. 18458-18473 - Long Li, Zhijian Zhou, Jiangxuan Long, Peiyang Liu, Weidi Xu, Zhe Wang, Shirui Pan, Chao Qu:
SQL-ASTRA: Alleviating Sparse Feedback in Agentic SQL via Column-Set Matching and Trajectory Aggregation. 18474-18491 - Xiang Zhang, Kun Wei, Xu Yang, Jiahua Li, Su Yan, Cheng Deng:
Rotation Control Unlearning: Quantifying and Controlling Continuous Unlearning for LLM with The Cognitive Rotation Space. 18492-18510 - Junxian Liu, Zikun Deng, Xin Wu, Dazhen Deng, Yi Cai:
SpecEdit: A Spectral Approach for Multi-Round Knowledge Editing. 18511-18524 - Wooin Lee, Hyun-Tae Kim:
SAGE: Sign-Adaptive Gradient for Memory-Efficient LLM Optimization. 18525-18537 - Lele Zheng, Chao Zhang, Feiyang Yuan, Ke Cheng, Tao Zhang, Anxiao Song, Yulong Shen:
DP³: Differentially Private Prompt Perturbation for Multi-turn LLM Inference. 18538-18552 - Yize Liu, Yunyun Hou, Aina Sui:
RAMP: Risk-Aware Multi-Turn Planning for Jailbreak Red-Teaming. 18553-18564 - Wenjin Liu, Haoran Luo, Xin Feng, Xiang Ji, Lijuan Zhou, Rui Mao, Jiapu Wang, Shirui Pan, Erik Cambria:
LexGenius: An Expert-Level Benchmark for Large Language Models in Legal General Intelligence. 18565-18585 - Jilong Zhu, Yang Feng:
From Attenuation to Attention: Variational Information Flow Manipulation for Fine-Grained Visual Perception. 18586-18597 - Ziliang Wang, Ge Li, Jia Li, Hao Zhu, Zhi Jin:
VulAgent: Hypothesis-Validation Driven Multi-Agent Architecture for Vulnerability Detection. 18598-18616 - Ruikang Zhou, Changsheng Sun, Mark Huasong Meng:
From Attack Surfaces to Actual Operations: A Survey of Modern LLM Jailbreaks. 18617-18643 - Yilun Yao, Shan Huang, Elsie Dai, Zhewen Tan, Zhenyu Duan, Shousheng Jia, Yanbing Jiang, Tong Yang:
ARC: Active and Reflection-driven Context Management for Long-Horizon Information Seeking Agents. 18644-18659 - Qiuyuan Ai, Cong Wang, Jiaqi Zhang, Zengxin Han, Jie Song:
ToolDNA: Autonomous Evolution of Tool Metadata for Robust Dialogue Agents. 18660-18678 - Zhen Wang, Yuqi Ren, Yuehan Cui, Hongxiang Wang, Jianxiang Peng, Zhaoxia Zhang, Bingkun Zhu, Tongxuan Zhang, Dezhi Tong, Deyi Xiong:
ExpertIVS: Sociological Expert Driven Individual Value Simulation in Large Language Models. 18679-18699 - Hao Wang, Yanting Wang, Hao Li, Rui Li, Lei Sha:
Be Your Own Red Teamer: Safety Alignment via Self-Play and Reflective Experience Replay. 18700-18716 - Sihao Liu, Yufan Xiong, Zhonghua Jiang, Zhaode Wang, Chengfei Lv, Shengyu Zhang:
RetentiveKV: State-Space Memory for Uncertainty-Aware Multimodal KV Cache Eviction. 18717-18727 - Shijia Xu, Yu Wang, Xiaolong Jia, Zhou Wu, Kai Liu, April Xiaowen Dong:
RCBSF: A Multi-Agent Framework for Automated Contract Revision via Stackelberg Game. 18728-18756 - Tianqianjin Lin, Xi Zhao, Xingyao Zhang, Rujiao Long, Yi Xu, Zhuoren Jiang, Wenbo Su, Bo Zheng:
RAVR: Reference-Answer-guided Variational Reasoning for Large Language Models. 18757-18775 - Shaoxiong Ji, Zihao Li, Jaakko Paavola, Hengyu Luo, Jörg Tiedemann:
Data-Centric Continual Pre-training for 500+ Languages: A New Bilingual Translation Corpus and Multilingual Models. 18776-18807 - Jiaxin Guo, Hao Sun, Wenhao Zhang, Chunyu Yang, Yan Zhang:
Failures are Treasures: Constructing a Pedagogical Bridge for Agentic Strategy Distillation. 18808-18823 - Jinwen Chen, Hainan Zhang, Liang Pang, Yongxin Tong, Haibo Zhou, Wei Lin, Zhiming Zheng:
Privacy-Preserving Reasoning with Knowledge-Distilled Parametric Retrieval Augmented Generation. 18824-18838 - Haiyang Sun, Chenyang Le, Wei Wang, Leying Zhang, Chuang Li, Bing Han, Chenda Li, Mengxiao Bi, Yanmin Qian:
Beyond Sentence-level Labels: Integrating Conversational Context and Personal Experience for Natural Emotional Expression. 18839-18854 - Kuan Xu, Baoxin Zhang, Shuyue Fan, Ming Chen, Zhipeng Ke, Jian Yu, Xuezhong Zhou:
Structure-Aware Zero-Shot Relational Learning for Knowledge Graphs without External Knowledge. 18855-18869 - Thong Bach, Dung Nguyen, Thao Minh Le, Truyen Tran:
Continual Safety Alignment via Gradient-Based Sample Selection. 18870-18887 - Ruihui Hou, Siyi Zhu, Ziyue Huai, Guangya Yu, Yongqi Fan, Chunming Wang, Tong Ruan:
ClinicalMC: A Benchmark for Multi-Course Clinical Decision-Making with Large Language Models. 18888-18915 - Jiaqi Weng, Han Zheng, Hanyu Zhang, Ej Zhou, Qinqin He, Jialing Tao, Hui Xue, Zhixuan Chu, Xiting Wang:
Safe-SAIL: Towards a Fine-grained Safety Landscape of Large Language Models via Sparse Autoencoder Interpretation Framework. 18916-18935 - Haitong Luo, Fali Wang, Weiyao Zhang, Xianren Zhang, Zhiwei Zhang, Tianxiang Zhao, Minhua Lin, Jiahao Zhang, Hui Liu, Xianfeng Tang, Qi He, Suhang Wang, Xuying Meng, Yujun Zhang:
Graph-Assisted Large Language Models: A Perspective on Mitigating Intrinsic Limitations. 18936-18955 - Yifei Gao, Jiang Wu, Xiaoyi Chen, Yifan Yang, Zhe Cui, Tianyi Ma, Jiaming Zhang, Jitao Sang:
GUITester: Enabling GUI Agents for Exploratory Defect Discovery. 18956-18978 - Keyu Mao, Eiki Murata, Ukyo Honda:
BiCSRouter: Bi-Level Cross-System Routing for Utility-Aware LLM Inference. 18979-18993 - Hao Song, Kaifeng Liu, Yuanxing Liu, Xiang Tian, Xuesong Wang, Chen Yifan, Weinan Zhang, Ting Liu:
FAER: Benchmarking VLMs for Failure-Aware Embodied Reasoning. 18994-19016 - Yuan Fang, Yiming Luo, Aimin Zhou, Fei Tan:
Reverse Constitutional AI: A Framework for Controllable Toxic Data Generation via Probability-Clamped RLAIF. 19017-19039 - Zhongyi Zhou, Kohei Uehara, Haoyu Zhang, Jingtao Zhou, Lin Gu, Ruofei Du, Zheng Xu, Tatsuya Harada:
ToolGrad: Efficient Tool-use Dataset Generation with Textual "Gradients". 19040-19056 - Can Xie, Ruotong Pan, Xiangyu Wu, Yunfei Zhang, Jiayi Fu, Tingting Gao, Guorui Zhou:
Unlocking Exploration in RLVR: Uncertainty-aware Advantage Shaping for Deeper Reasoning. 19057-19076 - Zixiao Wang, Duzhen Zhang, Juntian Zhang, Yuhan Liu, Guoming Li, Haolun Wu, Le Song, Xiuying Chen:
GlossaGen: Making Academic Translation Smarter with Glossing. 19077-19095 - Feiyang Li, Yile Wang:
DeCoVec: Building Decoding Space based Task Vector for Large Language Models via In-Context Learning. 19096-19111 - Xing Zhao, Liu Yang, Xi-Le Zhao, Yueqi Yang, Tianqi Jiang:
Hebbian-Guided Bi-Directional Rank Adaptation for Parameter-Efficient Fine-Tuning. 19112-19128 - Mengna Gao, Dapeng Yin, Shuyue Zhu, Bingxuan Hou, Zhanpeng Ni, Junli Wang:
StruNRAG: Evaluation of OCR-Induced Structural Noise on RAG Robustness. 19129-19148 - Yuxiang Zhang, Jiangming Shu, Ye Ma, Xueyuan Lin, Shangxi Wu, Jitao Sang:
Memory as Action: Autonomous Context Curation for Long-Horizon Agentic Tasks. 19149-19164 - Guangya Yu, Hui Luo, Qi Ye, Ruihui Hou, Weiyan Zhang, Mingxi Shang, Xuanwu Li, Chunming Wang, Tong Ruan:
Experience is the Teacher: Reusing Atomic Thoughts from LLMs to Improve Medical Dialogue. 19165-19184 - Zesheng Wei, Mengxiang Li, Zilei Wang, Yang Deng:
Beyond Static Personas: Situational Personality Steering for Large Language Models. 19185-19210 - Ziming Li, Yu Tian, Tian Lan, Jiang Li, Zehua Duo, Guanglai Gao, Xiangdong Su:
Born Pragmatic, Trained to Hallucinate? Quantifying the Origins of Contextual Bias in LLMs via the PaCE Benchmark. 19211-19235 - Chris Xing Tian, Weihao Xie, Zhen Chen, Hui Liu, Zhengyuan Yi, Haoliang Li, Shiqi Wang, Siwei Ma:
Domain-Specific Data Generation Framework for RAG Adaptation. 19236-19250 - Jungyang Park, Suho Kang, Jaewoo Park, Jaehong Kim, Jaewoo Shin, Seonjoon Park, Youngjae Yu:
Tracing Mathematical Proficiency Through Problem-Solving Processes. 19251-19269 - Kewei Guo, Lingyun Sun, Manhao Guan:
Decision Biases and Intent-Irony Decoupling in Large Language Models. 19270-19287 - Kyungho Lim, Byung-Hoon Kim:
Anonpsy: A Graph-Based Framework for Structure-Preserving De-identification of Psychiatric Narratives. 19288-19311 - Jin Wang, Kaiwen Luo, Liang Lin, Weiliu Wang, Yitian Chen, Moayad Aloqaily, Xuehai Tang, Zhenhong Zhou, Kun Wang, Li Sun, Qingsong Wen:
HearSay Benchmark: Do Audio LLMs Leak What They Hear? 19312-19331 - ZhaoYang Han, Qihan Lin, Hao Liang, Bowen Chen, Zhou Liu, Wentao Zhang:
LongInsightBench: A Comprehensive Benchmark for Evaluating Omni-Modal Models on Human-Centric Long-Video Understanding. 19332-19358 - Ruixuan Xu, Jiexi Xu, Qiyan Zhao, Xiaofeng Zhang:
Fixing Semantic Blind Spots in Anchor Tokens of dMLLMs. 19359-19374 - Linhao Zhang, Yuhan Song, Aiwei Liu, Chuhan Wu, Sijun Zhang, Wei Jia, Yuan Liu, Houfeng Wang, Zhou Xiao:
Beyond Transcription: Unified Audio Schema for Perception-Aware AudioLLMs. 19375-19390 - Xueran Han, Yuhan Liu, Mingzhe Li, Wei Liu, Sen Hu, Rui Yan, Zhiqiang Xu, Xiuying Chen:
From Style to Story: A Curriculum Learning Approach for Imitative Novel Generation. 19391-19408 - Yanlin Wang, Bowen Zhang, Yanli Wang, Daya Guo, Terry Yue Zhuo, Jiachi Chen, Mingwei Liu, Xingong Zhang, Zibin Zheng:
ArkRepoBench: A Repository-Level Code Completion Benchmark for HarmonyOS Development. 19409-19429 - Haonan Chen, Sicheng Gao, Radu Timofte, Tetsuya Sakai, Zhicheng Dou:
e5-omni: Explicit Cross-modal Alignment for Omni-modal Embeddings. 19430-19443 - Zhouhao Sun, Zhiyuan Kan, Xiao Ding, Li Du, Bibo Cai, Yang Zhao, Bing Qin, Ting Liu:
Large Language Models Are Still Misled by Simple Bias Ensembles. 19444-19455 - Tian Bai, Huiyan Ying, Kailong Suo, Victor Junqiu Wei, Tao Fan, Yuanfeng Song:
Text-to-TrajVis: Enabling Trajectory Data Visualizations from Natural Language Questions. 19456-19475 - Hongtao Duan, Lu Jiang, Minying Zhang, Xiaobing Zhu, Tianpeng Bu, Hao Jiang, Xinyu Wei, Lulu Hu:
MemTR: Enhancing Tool-Calling Reliability via Uncertainty-Triggered FFN-Space Retracing. 19476-19493 - Runze Sun, Yu Zheng, Zexuan Xiong, Zhongjin Qu, Lei Chen, Jie Zhou, Jiwen Lu:
More Than Sum of Its Parts: Deciphering Intent Shifts in Multimodal Hate Speech Detection. 19494-19514 - Ganghao Liu, Qin Zhou, Zhe Wang, Xuehan Lu, Haihua Huang, Yunfei Tong, Heng Tian:
Specialization without Sparsity: Efficient and Expressive Split-Path Experts for LLM Fine-Tuning. 19515-19527 - Shuanghong Huang, Jinlei Xu, Youchao Zhou, Yanghao Zhou, Xuan Zhao, Chong Feng, Wenxuan Zhang:
Pardon? Evaluating Conversational Repair in Large Audio-Language Models. 19528-19541 - Jueon Park, Wonjune Jang, Chanhwi Kim, Yein Park, Jaewoo Kang:
ToxReason: A Benchmark for Mechanistic Chemical Toxicity Reasoning via Adverse Outcome Pathway. 19542-19564 - Bangze Pan, Yang Li, Ruili Pu, Suge Wang, Jian Liao, Jianxing Zheng, Xiaoli Li, Deyu Li:
CVRH: Cross-modal Variational Role Hypergraph Network via Semantic Enhancement for Multi-modal Event Argument Extraction. 19565-19575 - Lei Chen, Boyu Gao, Zitao Liu, Tingjie Wan, Weiqi Luo:
DiffCL: Difference-Aware Contrastive Learning for Automatic Answer Grading with Multi-Level Semantic Modeling. 19576-19589 - Kun Wang, Yiming Li, Mingcheng Qu, Aqiang Zhang, Guang Yang, Tonghua Su:
GaLa: Hypergraph-Guided Visual Language Models for Procedural Planning. 19590-19603 - Bangde Du, Minghao Guo, Songming He, Ziyi Ye, Xi Zhu, Weihang Su, Shuqi Zhu, Yujia Zhou, Yongfeng Zhang, Qingyao Ai, Yiqun Liu:
TwinVoice: A Multi-dimensional Benchmark Towards Digital Twins via LLM Persona Simulation. 19604-19628 - Xinyu Hu, Yancheng He, Weixun Wang, Tao Feng, Li Lin, Jiashun Liu, Wenbo Su, Bo Zheng, Xiaojun Wan:
CE-RM: A Pointwise Generative Reward Model Optimized via Two-Stage Rollout and Unified Criteria. 19629-19642 - Zhixue Song, Boyan Han, Yiwei Wang, Chi Zhang:
Hard to Read, Easy to Jailbreak: How Visual Degradation Bypasses MLLM Safety Alignment. 19643-19658 - Zhiyang Zhang, Junda She, Kuo Cai, Bo Chen, Shiyao Wang, Xinchen Luo, Qiang Luo, Ruiming Tang, Han Li, Kun Gai, Guorui Zhou:
Unleashing the Native Recommendation Potential: LLM-Based Generative Recommendation via Structured Term Identifiers. 19659-19673 - Haotian Zhai, Jingcheng Liang, Dongyeop Kang:
Abstain-R1: Calibrated Abstention and Post-Refusal Clarification via Verifiable RL. 19674-19695 - Shaz Furniturewala, Gerard Christopher Yeo, Kokil Jaidka:
Learning Through Dialogue: Engagement and Efficacy Matter More Than Explanations. 19696-19711 - Zeyu Chen, Jie Li, Kai Han:
CodeBind: Decoupled Representation Learning for Multimodal Alignment with Unified Compositional Codebook. 19712-19738 - Yongrui Liu, Deyi Xiong:
MASS: Deep Research for Social Sciences with Memory-Augmented Social Simulation. 19739-19758 - Jinggui Liang, Lizi Liao:
LS-Guard: Adaptive Safety Guardrails Tailored to Individual LLMs. 19759-19772 - Zhuoshang Wang, Yubing Ren, Yanan Cao, Fang Fang, Xiaoxue Li, Li Guo:
Rethinking LLM Watermark Detection in Black-Box Settings: A Non-Intrusive Third-Party Framework. 19773-19790 - Yuhua Zhou, Shichao Weng, Changhai Zhou, Yuhan Wu, Qian Qiao, Jun Gao, Fei Yang, Aimin Pan:
Deputy: Accelerating Large Language Model Inference with Dynamic Low-Rank Substitution. 19791-19810 - Jiaye Feng, Qixiang Yin, Yuankun Liu, Tong Mo, Weiping Li:
SGG-R^ 3: From Next-Token Prediction to End-to-End Unbiased Scene Graph Generation. 19811-19830 - Muhammad Alif Al Hakim, Alfan Farizki Wicaksono, Fajri Koto:
Preserving Fairness and Safety in Quantized LLMs Through Critical Weight Protection. 19831-19855 - Zixuan Wang, Yinze Ding, Zihan Wang, Jinyu Guo, Zhenhong Zhou, Junhao Dong, Chaomeng Chen:
X-Router: Decoupling Knowledge and Reasoning for Cost-Effective LLM Inference. 19856-19874 - Weijiang Lv, Yaoxuan Feng, Xiaobo Xia, Jiayu Wang, Yan Jing, Wenchao Chen, Bo Chen:
SPD-Faith Bench: Diagnosing and Improving Faithfulness in Chain-of-Thought for Multimodal Large Language Models. 19875-19927 - Lu Qi, Lei Chai, Hongrui Yu, Binhang Qi, Hailong Sun:
HIPO: A Hierarchical Prompt Optimization Framework with Task Awareness and Fine-Grained Debugging. 19928-19947 - Salam Albatarni, May Bashendy, Sohaila Eltanbouly, Tamer Elsayed:
MAPLE: A Meta-learning Framework for Cross-Prompt Essay Scoring. 19948-19961 - Zihong Zhang, Zuchao Li, Lefei Zhang, Ping Wang, Hai Zhao:
RACER: Retrieval-Augmented Contextual Rapid Speculative Decoding. 19962-19988 - Yingyu Shan, Zeming Liu, Silin Li, Boao Qian, Jiashu Yao, Yuhang Guo, Haifeng Wang:
PEC-Home: Interpretation of Progressively Elliptical Commands in Smart Homes. 19989-20006 - Qiyao Wang, Guhong Chen, Hongbo Wang, Huaren Liu, Minghui Zhu, Zhifei Qin, Linwei Li, Yilin Yue, Shiqiang Wang, Jiayan Li, Yihang Wu, Ziqiang Liu, Longze Chen, Run Luo, Liyang Fan, Jiaming Li, Lei Zhang, Kan Xu, Hamid Alinejad-Rokny, Chengming Li, Shiwen Ni, Yuan Lin, Min Yang:
Towards IP Intelligence: Benchmarking Large Language Models on Intellectual Property Knowledge and Practice. 20007-20052 - Heyu Huang, Wanran Sun, Chi Chen, Bo Chen, Zonghao Guo, Yuhua Li, Ruixuan Li, Kunlun He, Maosong Sun:
EchoMLLM: Incentivizing Echocardiographic Video Understanding with Keyframe Grounding and Report Generation. 20053-20071 - Jingyuan Ma, Rui Li, Zheng Li, Junfeng Liu, Heming Xia, Lei Sha, Zhifang Sui:
HAUNTATTACK: When Attack Follows Reasoning as a Shadow. 20072-20091 - Xu Guo, Qiming Ge, Jian Tong, Kedi Chen, Jin Zhang, Xiaogui Yang, Xuan Gao, Haijun Lv, Zhihui Lu, Yicheng Zou, Qipeng Guo:
Rethinking Multiple-Choice Questions for RLVR: Unlocking Potential via Distractor Design. 20092-20113 - Yu Pan, Xiongfei Wu, Yuguang Yang, Jixun Yao, Maxime Cordy, Lei Ma, Jianjun Zhao:
S2ST-Omni: Hierarchical Language-Aware SpeechLLM Adaptation for Multilingual Speech-to-Speech Translation. 20114-20124 - Jiahao Xiong, Yihong Huang, Yihe Liu, Xianming Hu, Hongbo Zhao, Kai Zhang:
G-LoRA: Global-Local Decoupled Low-Rank Adaptation. 20125-20141 - Zhiheng Li, Zongyang Ma, Yuntong Pan, Ziqi Zhang, Xiaolei Lv, Bo Li, Jun Gao, Jianing Zhang, Chunfeng Yuan, Bing Li, Weiming Hu:
Making MLLMs Blind: Adversarial Smuggling Attacks in MLLM Content Moderation. 20142-20161 - Xuancheng Ren, Shijing Hu, Zhihui Lu, Jiangqi Huang, Qiang Duan:
LatentRefusal: Latent-Signal Refusal for Unanswerable Text-to-SQL Queries. 20162-20179 - Taisiia Tikhomirova, Dirk U. Wulff:
Where meaning lives: Layer-wise accessibility of psycholinguistic features in encoder and decoder language models. 20180-20205 - Shu Zhou, Junan Chen, Rui Ling, Xin Wang, Tao Fan, Hao Wang:
DynamicFocalPO: Adaptive Focusing Strategy for Preference Optimization. 20206-20221 - Yueyang Cang, Xiaoteng Zhang, Erlu Zhao, Zehua Ji, Yuhang Liu, Yuchen He, Zhiyuan Ning, Chen Yijun, Wenge Que, Li Shi:
Graph-GRPO: Stabilizing Multi-Agent Topology Learning via Group Relative Policy Optimization. 20222-20231 - Yushi Cao, Yiming Chen, Hongchao Jiang, Hung-yi Lee, Robby T. Tan:
ReMedi: Reasoner for Medical Clinical Prediction. 20232-20241 - YiJie Huang, Xiaocui Yang, Shi Feng, Daling Wang, Yifei Zhang, Ning Yuan, Zhuoyue Jia, Wen Zhang:
JX4MEI: Multimodal Semantically-Enhanced LLM for Joint Multimodal Emotion-Intent Explanation and Classification. 20242-20261 - Wenzhao Cao, Yaofei Wang, Donghui Hu:
Breaking the "Provable Security": Detecting Finite-Precision Artifacts in LLM-based Steganography via Low-Probability Vanishing. 20262-20274 - Yuxi Sun, Aoqi Zuo, Haotian Xie, Wei Gao, Mingming Gong, Jing Ma:
FACT-E: Causality-Inspired Evaluation for Trustworthy Chain-of-Thought Reasoning. 20275-20293 - Chao Huang, Zeliang Zhang, Jiang Liu, Ximeng Sun, Jialian Wu, Xiaodong Yu, Ze Wang, Chenliang Xu, Emad Barsoum, Zicheng Liu:
DRIFT: Transferring Reasoning Priors for Efficient MLLM Fine-Tuning. 20294-20309 - Zhenghua Wang, Yixin Wu, Feiran Zhang, Qi Qian, Changze Lv, Xuanjing Huang, Xiaoqing Zheng:
Mitigating Hallucinations in VLMs: Enhancing Visual Attention via Head-Wise Perturbation. 20310-20321 - Lin Zhong, Siyu Zhu, Zizhen Yuan, Jinhao Cui, Xinyang Zhao, Lingzhi Wang, Hao Chen, Qing Liao:
Modeling Multi-Dimensional Cognitive States in Large Language Models under Cognitive Crowding. 20322-20350 - Yueru Sun, Yimeng Zhang, Haoyu Gu, Nuo Chen, Dong She, Xianrong Yao, Yang Gao, Zhanpeng Jin:
EmoMM: Benchmarking and Steering MLLM for Multimodal Emotion Recognition under Conflict and Missingness. 20351-20371 - Qi He, Cheng Qian, Xiusi Chen, Bingxiang He, Yi R. Fung, Heng Ji:
Veri-R1: Toward Precise and Faithful Claim Verification via Online Reinforcement Learning. 20372-20391 - Tao Feng, Yuxiang Wang, Yuancheng Wang, Xueyao Zhang, Dekun Chen, Chaoren Wang, Xun Guan, Zhizheng Wu:
MimicLM: Zero-Shot Voice Imitation through Autoregressive Modeling of Pseudo-Parallel Speech Corpora. 20392-20405 - Xiaomeng Hu, Yixuan Tang, Haoze Li, Hao Chen, Qi Zhang, Zhanming Shen, Yiming Zhang, Haobo Wang, Junbo Zhao:
Fine-Grained Data Ordering Improves Fine-Tuning for Large Language Models. 20406-20418 - Feiyu Duan, Xuanjing Huang, Zhongyu Wei:
LifeSim: Long-Horizon User Life Simulator for Personalized Assistant Evaluation. 20419-20463 - Yurun Song, Xiangqing Shen, Jianfei Yu, Rui Xia:
Interactive Semantic Parsing with Reinforcement Learning for Knowledge Graph Reasoning. 20464-20484 - Alexandra Dragomir, Florin Brad, Radu Tudor Ionescu:
CLewR: Curriculum Learning with Restarts for Machine Translation Preference Learning. 20485-20496 - Tong Wu, Qinliang Su, Jianxing Yu, Bo Liang, Minhua Huang:
Targeting the Needle, Ignoring the Haystack: Anchoring Crucial Cues for Evolving Scam Call Detection via an LLM-Assisted Classifier. 20497-20513 - Viet Thanh Pham, Lizhen Qu, Zhuang Li, Gholamreza Haffari:
Distributional Alignment for Large Language Models under Domain Shift. 20514-20528 - Yuhan Huang, Zhengwu Ma, Yuqi Jin, Beth Chan, Zheng Shen, Jackie Yan-Ki Lai, John T. Hale, Jixing Li:
Traces in the Brain: Neural Evidence for Syntactic Movement in English and Chinese. 20529-20543 - Yuxiao Ye, Yiming Zhang, Yiran Rex Ma, Huiyuan Xie, Huining Zhu, Zhiyuan Liu:
LinguaGame: A Linguistically Grounded Game-Theoretic Paradigm for Multi-Agent Dialogue Generation. 20544-20558 - Zhan Su, Xiaoya Chen, Fengran Mo, Ida L. Vos, Prayag Tiwari, Yazhou Zhang, Qian Zheng, Natalia da Silva Perez:
A Dual-View Analysis of Multiple Languages in Colonial Newspapers. 20559-20573 - Hongzhi Qi, Liangcheng Wang, Yijing Yu, Jianqiang Li, Bing Xiang Yang, Qing Zhao:
CARE-CR: Context-Aware Routing and Expert Fusion for Multi-Preference Cognitive Restructuring. 20574-20588 - Huanyu Liu, Jia Li, Yihong Dong, Chang Yu, Taozhi Chen, Lecheng Wang, Yongding Tao, Bin Gu, Ge Li:
EvoCoT: Overcoming the Exploration Bottleneck in Reinforcement Learning for LLMs. 20589-20603 - Shukai Liu, Bo Jiang, Jian Yang, Yizhi Li, Jinyang Guo, Xianglong Liu, Bryan Dai:
Context as a Tool: Context Management for Long-Horizon SWE-Agents. 20604-20617 - Chunyang Gao, Yi Huang, Jingyu Yao, Xiaoting Wu, Junlan Feng:
Beyond Static Profiles: Capturing the Fluidity of User Preferences in Diverse Scenarios. 20618-20634 - Xingjian Tao, Yiwei Wang, Yujun Cai, Yihong Luo, Kai Han, Jing Tang:
Mitigating Coordinate Prediction Bias from Positional Encoding Failures. 20635-20650 - Parthiv Chatterjee, Asish Joel Batha, Sourish Dasgupta, Tanmoy Chakraborty:
PerDucer: Keyphrase-Driven Personalization Inducer for Summarization from User Histories. 20651-20677 - Shuhao Zhang, Yuli Chen, Jiale Han, Bo Cheng, Jiabao Ma:
Beyond A Fixed Seal: Adaptive Stealing Watermark in Large Language Models. 20678-20695 - Changhao Wang, Yunfei Yu, Xinhao Yao, Jiaolong Yang, Lu Yu, Junpeng Fang, Riccardo Cantoro, Chaobo Li, Qing Cui, Jun Zhou:
UniGeM: Unifying Data Selection and Mixing via Geometric Exploration and Mining. 20696-20714 - Quanwei Tang, Dong Zhang, Shoushan Li, Guodong Zhou:
Don't Just Listen, Try Planning: Graph-based Retrieval-Generation Agent for Long-form Audio Meeting Understanding. 20715-20742 - Siyuan Deng, Yerong Li, Fanhua Shang, Hongying Liu:
FLASH: Focused Layer Attention Sink Hijacking. 20743-20761 - Wenru Xu, Peixuan Xu, Ziqi Yang, Ming Hu, Zihui Wang, Jianzhong Qi, Rongshan Yu, Xiaoliang Fan, Cheng Wang:
SPIDE: Serial and Parallel Intertwined Speculative Decoding. 20762-20779 - Shukai Liu, Linzheng Chai, Jian Yang, Jiajun Shi, He Zhu, Liran Wang, Ke Jin, Wei Zhang, Hualei Zhu, Shuyue Guo, Tao Sun, Jiaheng Liu, Yunlong Duan, Yu Hao, Liqun Yang, Guanglin Niu, Ge Zhang, Zhoujun Li:
MdEval: Massively Multilingual Code Debugging. 20780-20797 - Shuting Jiang, Ran Song, Siqi Zhang, Yuxin Huang, Shengxiang Gao, Zhengtao Yu:
Breaking Consensus Bias: Unsupervised Reinforcement Learning for Machine Translation. 20798-20812 - Zhao Wang, Max Xiong, Jianxun Lian, Zhicheng Dou:
Reasoning-Aware AIGC Detection via Alignment and Reinforcement. 20813-20829 - Xian Zhao, Rui Hu, Yuxiang Zhang, Delai Qiu, Yining Wang, Shengping Liu, Jian Yu, Jitao Sang:
Beyond Modality Collapse: Taming Guided Modality Entropy for Omni-modal Emotion Reasoning. 20830-20845 - Kai Golan Hashiloni, Lior Livyatan, Ofri Hefetz, Alon Mannor, Bar Cohen, Kfir Bar:
ID10M-JAM: Stress-Testing Idiom Identification Under Challenging Context. 20846-20864 - Zhuoning Zhu, Xingyu Gao, Hailong Shi:
MENTOR: Mitigating Identity Drift in Dynamic Role-Playing via Dual-Chain Structured Memory. 20865-20882 - Rui Li, Xiaofen Wu, Mingqian Liu, Xiaoxia Song, Xiangjun Xu, Jiacheng Qiao, Boqin Zhuang, Xu Chen:
Beyond Benchmarks: A Capability-Based Maturity Model for Systematic AI Integration in Hospitals. 20883-20895 - Guanghao Li, Zhihui Fu, Min Fang, Qibin Zhao, Ming Tang, Chun Yuan, Jun Wang:
DiffuSpec: Unlocking Diffusion Language Models for Speculative Decoding. 20896-20910 - Jiangyang He, Shaolin Zhu, Deyi Xiong:
TENP: Trapezoidal Expert Neuron Pruning For Mixture-of-Experts. 20911-20925 - Bihao Zhan, Zongsheng Cao, Jie Zhou, Bo Zhang, Liang He:
FlowRAG: Synergizing Explicit Reasoning via Frequency-Aware Multi-Granularity Graph Flow. 20926-20936 - Pengxiang Liu, Tao Ren, Wei Xiong, Tingrui Yang, Junjie Wang, Jun Hu:
OntoGuard: Enforcing Action Admissibility for LLM Agents in Complex Interactive Environments. 20937-20952 - Shijia Xu, Zhou Wu, Xiaolong Jia, Yu Wang, Kai Liu, April Xiaowen Dong:
Self-Correcting RAG: Enhancing Faithfulness via MMKP Context Selection and NLI-Guided MCTS. 20953-20976 - Shaokai He, Kaiwen Wei, Xinyi Zeng, Xiang Chen, Xue Yang, Zhenyang Li, Jiang Zhong, Yu Tian:
DiffER: Diffusion Entity-Relation Modeling for Reversal Curse in Diffusion Large Language Models. 20977-20987 - Siqi Zhang, Ran Song, Shuting Jiang, Yuxin Huang, Zhengtao Yu:
Layer-aware Dual-directional Modulation for Low-resource Machine Translation. 20988-21000 - Siran Li, Ece Sena Etoglu, Carsten Eickhoff, Seyed Ali Bahrainian:
MATCHA: Matching Text via Contrastive Semantic Alignment. 21001-21018 - Zijing Wang, Yongkang Liu, Mingyang Wang, Ercong Nie, Deyuan Chen, Zhengjie Zhao, Shi Feng, Daling Wang, Xiaocui Yang, Yifei Zhang, Hinrich Schütze:
PlaM: Training-Free Plateau-Guided Model Merging for Better Visual Grounding in MLLMs. 21019-21035 - Jun Zhang, Yicheng Ji, Feiyang Ren, Yihang Li, Bowen Zeng, Zonghao Chen, Ke Chen, Lidan Shou, Gang Chen, Huan Li:
Efficient Inference for Large Vision-Language Models: Bottlenecks, Techniques, and Prospects. 21036-21066 - Hongbo Zhao, Huibin Wang, Bin Tang, Xianming Hu, Yihong Huang, Yijun Shen, Nuoyi Chen, Ping Li, Kai Zhang:
Adaptive Zooming via Relevance-Informed Positional Resource Allocation for Training-free LLM Context Extension. 21067-21083 - Zhenghua Wang, Yiran Ding, Changze Lv, Yixin Wu, Tianlong Li, Zhibo Xu, Muling Wu, Tianyuan Shi, Shizheng Li, Qi Qian, Xuanjing Huang, Xiaoqing Zheng:
Mitigating Position Bias in Transformers via Layer-Specific Positional Embedding Scaling. 21084-21098 - Marie Mikulová, Eva Hajicová, Jirí Mírovský, Anna Nedoluzhko, Michal Novák, Pavlína Synková, Jan Stepánek, Barbora Stepánková, Jan Hajic:
Semantic-pragmatic Annotations in the Prague Dependency Treebank. 21099-21110 - Wei Liu, Xiaoliang Chen, Duoqian Miao, Xu Gu, Xianyong Li, Yajun Du:
Penetrating Linguistic Disguises: A Slang-aware Label-Aligned Framework for Fine-Grained Toxicity Extraction in Chinese Hate Speech Detection. 21111-21123 - Puhan Luo, Yunhao Yao, Junyang Wang, Junyang Zhang, Xiangyang Li:
LightMoE: Task-Aware Expert Availability Management for Memory-Efficient MoE-LLM Inference. 21124-21134 - Zheng Li, Qingxiu Dong, Jingyuan Ma, Di Zhang, Kai Jia, Zhifang Sui:
SelfBudgeter: Adaptive Token Allocation for Efficient LLM Reasoning. 21135-21156 - Haolang Lu, Minghui Pan, Ripeng Li, Guoshun Nan, Jialin Zhuang, Zijie Zhao, Zhongxiang Sun, Kun Wang, Yang Liu:
Streaming Hallucination Detection in Long Chain-of-Thought Reasoning. 21157-21183 - Jingyi Wang, Jiaqi Huang, Zunnan Xu, Jun Zhou, Kehong Yuan, Xiang Qian:
Training-Free Adaptive Speculative Decoding via Linguistic Priors. 21184-21194 - Ke Yang, Shuguang Yuan, Jing Yu, Chi Chen:
Knowledge-Infused Multi-Bit Watermarking for RAG Knowledge Bases. 21195-21218 - Hao Wang, Jindong Han, Wei Fan, Hao Liu:
ClimAgent: LLM as Agents for Autonomous Open-ended Climate Science Analysis. 21219-21241 - Tong Lu, Zhichun Wang, Yuanhao Sun, Yaoyu Zhou, Mingrui Li, Yiming Guan, Zhiyong Bai:
CogBench: Benchmarking Cognitive Alignment of Large Language Models in Educational Question Answering. 21242-21256 - Qiuyi Qi, Jinjian Zhang, Mutian Bao, Tian Liang, Guocong Li, Dongnan Liu, Wei Zhou, Jie Liu, Ming Kong, Linjian Mo, Feng Zhang, Qiang Zhu:
CARL: Constraint-Aware Reinforcement Learning for Planning with LLMs. 21257-21281 - Yanyan Luo, Xue Han, Chunxu Zhao, Ruiqiao Bai, Yaxing Zhang, Qian Hu, Lijun Mei, Junlan Feng:
ChildEval: WHEN LARGE LANGUAGE MODELS MEET CHILDREN'S PERSONALITIES. 21282-21304 - Junhyuk Choi, Jeongyoun Kwon, Heeju Kim, Haeun Cho, Hayeong Jung, Sehee Min, Bugeun Kim:
Belief in Authority: Impact of Authority in Multi-Agent Evaluation Framework. 21305-21319 - Ruirui Wang, Haoran Zhang, Tian Lan, Zehua Duo, Jiang Li, Guanglai Gao, Xiangdong Su:
ToMELP: A Theory-of-Mind Benchmark for Route-Controlled Persuasion under the Elaboration Likelihood Model. 21320-21338 - Xingyu Shen, Yingfa Chen, Zhen Leng Thai, Xu Han, Zhiyuan Liu, Maosong Sun:
StateX: Enhancing RNN Recall via Post-training State Expansion. 21339-21353 - Axel Delaval, Shujian Yang, Haicheng Wang, Han Qiu, Jialiang Lu:
TOXIFRENCH: Benchmarking and Enhancing Language Models via CoT Fine-Tuning for French Toxicity Detection. 21354-21375 - Xinyu Liu, Kai fu, Yinghan Shi, Quanyou Chu, Ming Du, Hongya Wang, Xiaojun Meng, Jiansheng Wei, Yanghua Xiao, Bo Xu:
Memory-Guided Hard Data Augmentation for Multimodal Named Entity Recognition. 21376-21391 - Yue Chen, Yifei Sun, Lu Wang, Fangkai Yang, Pu Zhao, Minjie Hong, Yifei Dong, Minghua He, Nan Hu, Jianjin Zhang, Zhiwei Dai, Yuefeng Zhan, Weihao Han, Hao Sun, Qingwei Lin, Weiwei Deng, Feng Sun, Qi Zhang, Saravan Rajmohan, Dongmei Zhang:
DUET: Joint Exploration of User-Item Profiles in Recommendation System. 21392-21406 - Kewei Chen, Yayu Long, Shuai Li, Mingsheng Shang:
ATAAT: Adaptive Threat-Aware Adversarial Tuning Framework against Backdoor Attacks on Vision-Language-Action Models. 21407-21422 - Zhenya Ma, Tingyi Wang, Yongheng Deng, Ziqing Qiao, Yinggui Wang, Tao Wei, Lei Wang, Ju Ren:
CoTrust: Privacy-Preserving Collaboration Between Large and Small Language Models in Trusted Execution Environments. 21423-21440 - Haiyang Xiao, Weiqing Li, Jinyue Guo, Guochao Jiang, Guohua Liu, Yuewei Zhang:
FAQ: Mitigating Quantization Error via Regenerating Calibration Data with Family-Aware Quantization. 21441-21460 - Yilin Jiang, Fei Tan, Xuanyu Yin, Jing Leng, Aimin Zhou:
HACHIMI: Scalable and Controllable Student Persona Generation via Orchestrated Agents. 21461-21506 - Junlin Li, Shuangyong Song, Guodong Du, Ngai Wong, Xuebo Liu, Yongxiang Li, Min Zhang, Jing Li, Xuelong Li:
D-QRELO: Training- and Data-Free Delta Compression for Large Language Models via Quantization and Residual Low-Rank Approximation. 21507-21518 - Bin Wu, Edgar Meij, Emine Yilmaz:
Beyond Static Toolsets: Self-Evolving LLM Tool Agents via Continual Documentation Adaptation. 21519-21539 - Lvhua Wu, Xuefeng Jiang, Sheng Sun, Yan Lei, Tian Wen, Yuwei Wang, Min Liu:
ZoFia: Zero-Shot Fake News Detection with Entity-Guided Retrieval and Multi-LLM Interaction. 21540-21556 - Rui Li, Junfeng Liu, Xiangwen Kong, Zhifang Sui:
SenseJudge: Human-Centric Preference-Driven Judgment Framework. 21557-21574 - Junseok Kim, Nakyeong Yang, Kyungmin Min, Kyomin Jung:
Reliability-Aware Adaptive Self-Consistency for Efficient Sampling in LLM Reasoning. 21575-21590 - Daniil Gurgurov, Yusser Al Ghussin, Tanja Baeumel, Cheng-Ting Chou, Patrick Schramowski, Marius Mosbach, Josef van Genabith, Simon Ostermann:
CLaS-Bench: A Cross-Lingual Alignment and Steering Benchmark. 21591-21628 - Mingyu Huang, Weiqing Min, Ying Jin, Yilin Wang, Shuqiang Jiang:
From Prediction to Intervention: Personalized Meal-Level Glucose Regulation via an LLM Agent. 21629-21645 - Zheng Li, Hongxin Ding, Chenyu Zhang, Weimin Xiong, Dawei Zhu, Sujian Li:
PsyPath: Psychologically-guided Self-Exploration for Personality Detection. 21646-21664 - Xingcheng Zhou, Hao Guo, Rui Song, Walter Zimmer, Mingyu Liu, André Schamschurko, Hu Cao, Alois Knoll:
CCTVBench: Contrastive Consistency Traffic VideoQA Benchmark for Multimodal LLMs. 21665-21684 - Gun Il Kim, Jungkyu Shin, Jong Wook Kim, Beakcheol Jang:
PROGRAM: Programmatic Retrieval Optimization with Generative Reasoning and Augmented Multi-queries. 21685-21699 - Kai Li, Xuanqing Yu, Ziyi Ni, Yi Zeng, Yao Xu, Zheqing Zhang, Xin Li, Jitao Sang, Xiaogang Duan, Xuelei Wang, Chengbao Liu, Jie Tan:
TiMem: Temporal-Hierarchical Memory Consolidation for Long-Horizon Conversational Agents. 21700-21720 - Shaoting Tan, Ning Liu, Yuntao Du, Shuyue Wei, Wu Shuai, Qian Li, Yanyu Xu, Wei Zhang, Lizhen Cui, Haitao Yuan:
GraphDx: A Cost-Aware Knowledge-Enhanced Multi-Agent Framework for Sequential Diagnosis. 21721-21736 - Wenda Liu, Zhigang Song, Shuai Nie, Guangyao Liu, Lisung Chen, Binyu Yang, Yaran Chen, Peng Zhou, Hongzhen Wang, Yuchen Liu, Wenyue Hu, Jiaming Xu, Runyu Shi, Ying Huang:
ProUIE: A Macro-to-Micro Progressive Learning Method for LLM-based Universal Information Extraction. 21737-21750 - Jie Zhang, Qilang Ye, Hao Zhou, Haochen Liang, Fei Luo:
MAVIS: Multi-Agent Video Retrieval via Structured Video Understanding. 21751-21764 - Sangjun Song, Minjae Oh, Seungkyu Lee, Sungmin Jo, Yohan Jo:
ThinkBrake: Efficient Reasoning via Log-Probability Margin Guided Decoding. 21765-21790 - Zhiheng Han, Yao Zhang, Jun Wang, Zhenglu Yang:
MSIA: Adaptive Medical Multimodal Multi-turn Semantic Jailbreak. 21791-21806 - Sangam Lee, Ryang Heo, SeongKu Kang, Susik Yoon, Jinyoung Yeo, Dongha Lee:
Why These Documents? Explainable Generative Retrieval with Hierarchical Category Paths. 21807-21824 - Omri Asscher, Arif Ahmad, Ananya Agrawal, Monojit Choudhury:
ETHICA-MT: Introducing a Framework and Dataset for Studying Ethical Orientations in LLM-based Machine Translation. 21825-21845 - Yamen Ajjour, Carlotta Quensel, Nedim Lipka, Henning Wachsmuth:
ArgBench: Benchmarking LLMs on Computational Argumentation Tasks. 21846-21874 - Gustavo Cilleruelo Calderón, Mahrad Almotahari, Emily Allaway, Barry Haddow, Alexandra Birch:
Generics are not quantificational: A new path from language models to semantic theory. 21875-21892 - Jian Gu, Aldeida Aleti, Chunyang Chen, Hongyu Zhang:
Beyond Neural Incompatibility: Cross-Scale Knowledge Transfer in Large Language Models through Latent Semantic Alignment. 21893-21905 - Seyun Bae, Seokhan Lee, Eunho Yang:
CURaTE: Continual Unlearning in Real Time with Ensured Preservation of LLM Knowledge. 21906-21930 - Beiduo Chen, Tiancheng Hu, Caiqi Zhang, Robert Litschko, Anna Korhonen, Barbara Plank:
Decoupling the Effect of Chain-of-Thought Reasoning: A Human Label Variation Perspective. 21931-21951 - Minkyoung Kim, Daeun Ji, Yohan Lee, Beomsoo Kim, Beakcheol Jang:
CTRL: Control-Based Time Series Forecasting with LLM-Guided Residual Learning. 21952-21968 - Somraj Gautam, Anathapindika Dravichi, Gaurav Harit:
INDOTABVQA: A Benchmark for Cross-Lingual Table Understanding in Bahasa Indonesia Documents. 21969-21981 - Ahmed Mahrous, Roberto Di Pietro:
Cross-Cultural Transfer of Emoji Semantics and Sentiment in Financial Social Media. 21982-21999 - Jaehoon Lee, CheolWon Na, Suyoung Bae, Jin-Seop Lee, Jihyung Lee, YunSeok Choi, Jee-Hyong Lee:
EXPO-SQL: Execution-based Clause-level Policy Optimization for Text-to-SQL. 22000-22019 - Hanqi Jiang, Junhao Chen, Yi Pan, Ling Chen, Weihang You, Yifan Zhou, Ruidong Zhang, Yohannes Abate, Tianming Liu:
Synapse: Empowering LLM Agents with Episodic-Semantic Memory via Spreading Activation. 22020-22036 - Allen Schmaltz:
Similarity-Distance-Magnitude Activations. 22037-22057 - Shuang Cheng, Yihan Bian, Dawei Liu, Yuhua Jiang, Yihao Liu, Linfeng Zhang, Qian Yao, Zhongbo Tian, Wenhai Wang, Qipeng Guo, Kai Chen, Biqing Qi, Bowen Zhou:
SDAR: A Synergistic Diffusion-AutoRegression Paradigm for Scalable Sequence Generation. 22058-22075 - Antonio De Santis, Tommaso Bonetti, Andrea Tocchetti, Marco Brambilla:
Comparing Human and Large Language Model Interpretation of Implicit Information. 22076-22095 - Peng Zhou, Guangxin Li, Xiaoying Huang, Yiming Tang:
Simplify-Pro: A Two-level and Progressive LLM-based Framework for Auto Long Text Simplification. 22096-22122 - Ragib Amin Nihal, Rui Wen, Kazuhiro Nakadai, Jun Sakuma:
Pattern Enhanced Multi-Turn Jailbreaking: Exploiting Structural Vulnerabilities in Large Language Models. 22123-22174 - Hyeongjun Yang, Donghyun Kim, Seokju Hwang, Midan Shim, Kyuhwan Yeom, Kaehyun Um, Kyong-Ho Lee:
Data-Efficient Adaptation to Contextual Shifts in LLM-based Conversational Recommendation. 22175-22191 - Qianjun Pan, Junyi Wang, Jie Zhou, Yutao Yang, Junsong Li, Kaiyin Xu, Yougen Zhou, Yihan Li, JingYuan Zhao, Qin Chen, Ningning Zhou, Kai Chen, Liang He:
PsychEval: A Multi-Session and Multi-Therapy Benchmark for High-Realism AI Psychological Counselor. 22192-22212 - Changxuan Fan, Xi Yang, Yueyuan Zheng, Bin Zhou, Yuanping Wang, Wenbin Hu, Huihao Jing, Ki Sen Hung, Dazhao Du, Haoran Li, Janet Hui-wen Hsiao, Yangqiu Song:
GrandGuard: Taxonomy, Benchmark, and Safeguards for Elderly-Chatbot Interaction Safety. 22213-22248 - Yinhao Tang, Youqing Fang, Yanan Sun, Wenran Liu, Weiming Zhang, Bin Liu, Kuikun Liu, Wenwei Zhang, Kai Chen:
SciExplore: Evaluating Autonomous Agents from Scientific Navigation to Information Integration. 22249-22273 - Yingzhi Mao, Chunkang Zhang, Junxiang Wang, Xinyan Guan, Boxi Cao, Yaojie Lu, Hongyu Lin, Xianpei Han, Le Sun:
When Models Outthink Their Safety: Unveiling and Mitigating Self-Jailbreak in Large Reasoning Models. 22274-22302 - Yu-Shiang Huang, Yun-Yu Lee, Tzu-Hsin Chou, Che Lin, Chuan-Ju Wang:
NASH: Numerically Aware Scoring Heuristic for Robust Semantic Similarity. 22303-22317 - Nan Sun, Jing Tang, Lei Sun, Rui Chen, Yuxing Lu, Xiangxiang Chu, Hefei Ling, Yujun Cai:
Beyond Query Bias: Candidate-Aware Iterative Refinement for Zero-Shot Composed Image Retrieval. 22318-22329 - Yihong Liu, Raoyuan Zhao, Hinrich Schütze, Michael A. Hedderich:
Large Reasoning Models Are (Not Yet) Multilingual Latent Reasoners. 22330-22358 - Ziwei Wang, Junjie Zheng, Leyang Yang, Sheng Zhou, Xiaoxuan Tang, Zhouhua Fang, Zhiwei Liu, Dajun Chen, Yong Li, Jiajun Bu:
Towards Scalable Lightweight GUI Agents via Multi-role Orchestration. 22359-22388 - Yuyang Hu, Jiongnan Liu, Jiejun Tan, Yutao Zhu, Zhicheng Dou:
Memory Matters More: Event-Centric Memory as a Logic Map for Agent Searching and Reasoning. 22389-22407 - Dingzirui Wang, Xuanliang Zhang, Rongyu Cao, Longxu Dou, Xianzhen Luo, Yingwei Ma, Qingfu Zhu, Binhua Li, Fei Huang, Yongbin Li:
Format-Adapter: Improving Reasoning Capability of LLMs by Adapting Suitable Format. 22408-22427 - Jun Seo, Sangwon Ryu, Heejin Do, Hyounghun Kim, Gary Lee:
Behavior-Aware Item Modeling via Dynamic Procedural Solution Representations for Knowledge Tracing. 22428-22443 - Xiaoyang Liu, Dawei Wang, Tian Li, Huizhi Liang, Gary Ushaw, Richard Davison:
Tracing the Light of Thought: A Probabilistic Self- and Cross-Consistency Verification Mechanism Improving Mathematical Reasoning in LLMs. 22444-22459 - Meng Zhang, Jinzhong Ning, Xiaolong Wu, Hongfei Lin, Yijia Zhang:
E2E-GMNER: End-to-End Generative Grounded Multimodal Named Entity Recognition. 22460-22469 - Yi Sui, Chaozhuo Li, Dawei Song:
Think Less, Know More: State-Aware Reasoning Compression with Knowledge Guidance for Efficient Reasoning. 22470-22491 - Changhao Jiang, Jiahao Chen, Zhenghao Xiang, Zhixiong Yang, Hanchen Wang, Jiabao Zhuang, Xinmeng Che, Jiajun Sun, Hui Li, Yifei Cao, Shihan Dou, Ming Zhang, Junjie Ye, Tao Ji, Tao Gui, Qi Zhang, Xuanjing Huang:
Muse: Towards Reproducible Long-Form Song Generation with Fine-Grained Style Control. 22492-22512 - Donghee Han, Daeyoung Roh, A Young Kim, Hwanjun Song, Mun Yong Yi:
Distilling LLM Reasoning into Dense Encoders: Bridging the Accuracy-Efficiency Gap in Recommendation. 22513-22531 - Chunyu Ye, Yunhao Zhang, Jingyuan Sun, Chong Li, Yang Zhao, Shaonan Wang:
Decoding the Multimodal Mind: Generalizable Brain-to-Text Translation via Multimodal Alignment and Adaptive Routing. 22532-22546 - Midan Shim, Seokju Hwang, Kaehyun Um, Kyong-Ho Lee:
Which bird does not have wings: Negative-constrained KGQA with Schema-guided Semantic Matching and Self-directed Refinement. 22547-22561 - Haijie Ruan, Xiaowu Jiang, Zhanpeng Li, Wei Jia, Xuanwu Xu, Xiao-Fen Shan, Shujie Chen, Xindong Ye:
A Self-Evolving LLM Agent Framework for Role-Based Norm Compliance in Healthcare. 22562-22577 - Daixin Shu, Jian Yang, Zhenhe Wu, Xianjie Wu, Xianfu Cheng, Xiangyuan Guan, Yanghai Wang, Pengfei Wu, Tingyang Yang, Hualei Zhu, Wei Zhang, Ge Zhang, Jiaheng Liu, Zhoujun Li:
M3TQA: Massively Multilingual Multitask Table Question Answering. 22578-22602 - Zichun Guo, Yuling Shi, Wenhao Zeng, Chao Hu, Haotian Lin, Terry Yue Zhuo, Jiawei Chen, Xiaodong Gu, Wenping Ma:
ShredBench: Evaluating the Semantic Reasoning Capabilities of Multimodal LLMs in Document Reconstruction. 22603-22615 - Omar Naim, Krish Sharma, Niyar R. Barman, Nicholas Asher:
TELL-TALE: Task Efficient LLMs with Task Aware Layer Elimination. 22616-22638 - Yuchen Wu, Liang Ding, Li Shen, Dacheng Tao:
Reason-KE++: Aligning the Process, Not Just the Outcome, for Faithful LLM Knowledge Editing. 22639-22655 - Qinglin Zeng, Jusheng Zhang, Jing Yang, Ningyuan Liu, Keze Wang:
RACC: Regret-Aware Confidence Calibration for Consistent Masked Discrete Diffusion Decoding. 22656-22672 - Adrians Skapars, Nathalie Maria Kirch, Samuel Dower, Ekdeep Singh Lubana, Dmitrii Krasheninnikov:
The Impact of Off-Policy Training Data on Probe Generalisation. 22673-22729 - Yule Xie, Jiaxin Ding, Cheng Deng, Shiqing Gao, Junran Zhang, Sibo Zhang, Zeyuan Wang, Ke Wu, Xin Ding, Luoyi Fu, Meng Jin, Xinbing Wang:
GR1: Reinforcement-Enhanced LLM for Geoscience Reasoning. 22730-22743 - Qian Chen, Mengqiang Hu, Xin Guo:
FOCUS: A Fine-Grained Customer-Oriented Sentiment Dialogue Summarization Dataset for Chinese Customer Service. 22744-22764 - Jie Yang, Honglin Guo, Li Ji, Jiazheng Zhou, Rui Zheng, Zhikai Lei, Shuo Zhang, Zhiheng Xi, Shichun Liu, Yuxin Wang, Bo Wang, Yining Zheng, Tao Gui, Xipeng Qiu:
ABC-Bench: Benchmarking Agentic Backend Coding in Real-World Development. 22765-22787 - Sijie Wang, Kai Zhao, Wee Peng Tay, Shuo Zhang, Chengwen Liu, Quanjiang Guo, Junhao ren, Xin Li, Heng Lian, Jingdi Lei, Rui She, Huacan Wang, Ronghao Chen:
LiveCANNBench: Benchmark SWE AI Coding for Ascend CANN. 22788-22803 - Hugh Mee Wong, Rick Nouwen, Albert Gatt:
When Models Decide and When They Bind: A Two-Stage Computation for Multiple-Choice Question Answering. 22804-22821 - Finn Schmidt, Jan Philip Wahle, Terry Ruas, Bela Gipp:
Who Watches the Watchmen? Humans Disagree With Translation Metrics on Unseen Domains. 22822-22841 - Chaewon Heo, Cheyon Jin, Yohan Jo:
Stress-Testing Emotional Support Models: Moving from Homogeneous to Diverse Help Seekers. 22842-22869 - Xiang Li, Runhai Jiao, Ruifan Li, Dongnan Wu, Ruojiao Qiao, Lei Liu:
Progressive Planning and Reinforced Reasoning: Large Language Model-Guided Multi-hop Question Answering over Knowledge Graph. 22870-22884 - Junzhe Zhou, Fulin Lin, Tairan Cheng, Shaowen Chen, Hongwei Wang:
AED-RAG: Continuous Multi-Granular Context Fusion for Retrieval-Augmented Generation via Adaptive Ensemble Decoding. 22885-22899 - Guoming Ling, Zhongzhan Huang, Yupei Lin, Junxin Li, Shanshan Zhong, Hefeng Wu, Liang Lin:
Neural Chain-of-Thought Search: Searching the Optimal Reasoning Path to Enhance Large Language Models. 22900-22933 - Hyunji Min, Sangwon Jung, Junyoung Sung, Dosung Lee, Leekyeung Han, Paul Hongsuck Seo:
GOAT: A Training Framework for Goal-Oriented Agent with Tools. 22934-22963 - Adam Ishay, Joohyung Lee:
LLMs as ASP Programmers: Self-Correction Enables Task-Agnostic Nonmonotonic Reasoning. 22964-22993 - Amaia Cardiel, Eloi Zablocki, Elias Ramzi, Éric Gaussier:
DRIV-EX: Counterfactual Explanations for Driving LLMs. 22994-23017 - Tian Xueyun, Wei Li, Bingbing Xu, Heng Dong, Yuanzhuo Wang, Huawei Shen:
ROMA: Real-time Omni-Multimodal Assistant with Interactive Streaming Understanding. 23018-23039 - Yu Cui, Hang Fu, Sicheng Pan, Zhuoyu Sun, Yifei Liu, Yuhong Nie, Bo Ran, Baohan Huang, Xufeng Zhang, Haibin Zhang, Cong Zuo, Licheng Wang:
Towards Provably Secure Generative AI: Reliable Consensus Sampling. 23040-23055 - Yiwen Qiu, Linjuan Wu, Yizhou Liu, Yuchen Yan, Jin Ma, Xu Tan, Yao Hu, Daoxin Zhang, Wenqi Zhang, Weiming Lu, Jun Xiao, Yongliang Shen:
Pause or Fabricate? Training Language Models for Grounded Reasoning. 23056-23077 - Jiazheng Zhang, Ziche Fu, Zhiheng Xi, Wenqing Jing, Mingxu Chai, Wei He, Guoqiang Zhang, Chenghao Fan, Chenxin An, Wenxiang Chen, Zhicheng Liu, Haojie Pan, Dingwei Zhu, Tao Gui, Qi Zhang, Xuanjing Huang:
AgentV-RL: Scaling Reward Modeling with Agentic Verifier. 23078-23100 - Yanru Huo, Ziyue Jiang, Zuoli Tang, Qingyang Hong, Zhou Zhao:
DiTReducio: A Training-Free Acceleration for DiT-Based TTS via Progressive Calibration. 23101-23116 - Zhe Chen, Jiaao Yu, Honglin Li:
DcLM: Output Length Control of Large Language Models via Dynamic Length Markers. 23117-23131 - Zhuoqun Li, Zhaopei Huang, Wenxuan Wang, Qin Jin:
LongMP-Bench: A Benchmark for Multimodal Persona Understanding in Long-Term Dialogues. 23132-23160 - Xing Wu Yifei Gong, Tukang Wenda Liu:
TOOLCAD: Exploring Tool-Using Large Language Models in Text-to-CAD Generation with Reinforcement Learning. 23161-23188 - Xiaoyong Mei, Tingting Zuo, Da Chen, Guangyu Hu, Xiangyu Wen, Chao Duan, Mingyan Zhang, Fudan Zheng:
Beyond Overlap Metrics: Rewarding Reasoning and Preferences for Faithful Multi-Role Dialogue Summarization. 23189-23203 - Chenxi Zhou, Pengfei Cao, Jiang Li, Bohan Yu, Jinyu Ye, Jun Zhao, Kang Liu:
From Signal Degradation to Computation Collapse: Uncovering the Two Failure Modes of LLM Quantization. 23204-23222 - Ryo Kishino, Yusuke Takase, Momose Oyama, Hiroaki Yamagiwa, Hidetoshi Shimodaira:
Establishing a Scale for Kullback-Leibler Divergence in Language Models Across Various Settings. 23223-23248 - Zhou Ziheng, Jiakun Ding, Zhaowei Zhang, Ruosen Gao, Ying Nian Wu, Demetri Terzopoulos, Yipeng Kang, Fangwei Zhong, Junqi Wang:
Simple Role Assignment is Extraordinarily Effective for Safety Alignment. 23249-23267 - Chenxi Zhou, Pengfei Cao, Jiang Li, Bohan Yu, Jinyu Ye, Jun Zhao, Kang Liu:
Task-Stratified Knowledge Scaling Laws for Post-Training Quantized Large Language Models. 23268-23285 - Ruoran Li, Xinghua Zhang, Haiyang Yu, Shitong Duan, Xiang Li, Wenxin Xiang, Chonghua Liao, Xudong Guo, Yongbin Li, Jinli Suo:
MemPO: Self-Memory Policy Optimization for Long-Horizon Agents. 23286-23301 - Chao Xue, Yao Wang, Mengqiao Liu, Di Liang, Xingsheng Han, Peiyang Liu, Xianjie Wu, Chenyao Lu, Lei Jiang, Yu Lu, Haibo Shi, Shuang Liang, Minlong Peng, Flora D. Salim:
Reason Only When Needed: Efficient Generative Reward Modeling via Model-Internal Uncertainty. 23302-23319 - Xu Shen, Qi Zhang, Song Wang, Zhen Tan, Xinyu Zhao, Laura Yao, Vaishnav Tadiparthi, Hossein Nourkhiz Mahjoub, Ehsan Moradi-Pari, Kwonjoon Lee, Tianlong Chen:
Metacognitive Self-Correction for Multi-Agent System via Prototype-Guided Next-Execution Reconstruction. 23320-23337 - Hao Li, Yubing Ren, Yanan Cao, Yingjie Li, Fang Fang, Shi Wang, Li Guo:
DualGuard: Dual-stream Large Language Model Watermarking Defense against Paraphrase and Spoofing Attack. 23338-23361 - Zeyuan Chen, Ziqing Yang, Yihan Ma, Michael Backes, Yang Zhang:
PeerCheck: Enhancing LLM-Generated Academic Reviews Towards Human-Level Quality. 23362-23386 - Xukai Wang, Xuanbo Liu, Mingrui Chen, Haitian Zhong, Xuanlin Yang, Bohan Zeng, Jinbo Hu, Hao Liang, Junbo Niu, Xuchen Li, Ruitao Wu, Ruichuan An, Yang Shi, Liu Liu, Qiang Liu, Zhouchen Lin, Xu-Yao Zhang, Wentao Zhang, Bin Dong:
MorphoBench: A Benchmark with Difficulty Adaptive to Model Reasoning. 23387-23411 - Yang Lyu, Jin Cao, Yang Xiao, Zhe Sun, Ben Niu, Fenghua Li, Hui Li:
Privacy Risks of Intermediate Representations: Attribute Inference in Distributed LLM Inference. 23412-23426 - Zheng He, Yiwei Wang, Hongxing Wang, Yujun Cai:
ReCon: Active Defense against Large Vision-Language Model Jailbreaks via Reverse Safety Concept Injection. 23427-23441 - Jiu Sha, Mengxiao Zhu:
Verifying the Subjective: Structured Multilingual Rewards for Low-Resource Alignment. 23442-23474 - Kai Wang, Haoyang You, Yang Zhang, Zhongjie Wang:
Memory-Driven Role-Playing: Evaluation and Enhancement of Persona Knowledge Utilization in LLMs. 23475-23510 - Thanmay Jayakumar, Deepon Halder, Raj Dabre:
Scripts Through Time: A Survey of the Evolving Role of Transliteration in NLP. 23511-23524 - Zhihao Zhang, Liting Huang, Guanghao Wu, Preslav Nakov, Heng Ji, Usman Naseem:
Health-ORSC-Bench: A Benchmark for Measuring Over-Refusal and Safety Completion in Health Context. 23525-23547 - Xiang Li, Yucheng Zhou, Xiangzhi Wei, Zesheng Shi, Haiyuan Wan, Yifan Gong, Fangming Liu, Jing Li:
LLM Inductive Reasoning Through Multi-Agent Enhanced Monte Carlo Tree Search. 23548-23562 - Xiaolong Wei, Zerun Zhu, Simin Niu, Xingyu Zhang, Peiying Yu, Changxuan Xiao, Yuchen Li, Jicheng Yang, Zhejun Zhao, Chong Meng, Long Xia, Daiting Shi:
UniCreative: Unifying Long-form Logic and Short-form Sparkle via Reference-Free Reinforcement Learning. 23563-23583 - Jiatong Li, Hailong Cao, Yang Liu:
FFN Lens: How Transformers Divide Labor for Multilingual Tasks. 23584-23598 - Sifan Wu, Huan Zhang, Yizhan Li, Farshid Effaty, Hongyuan Mei, Amirreza Ataei, Bang Liu:
Seeing Beyond Words: MatVQA for Challenging Visual-Scientific Reasoning in Materials Science. 23599-23614 - Zhao Tong, Pengfei Yang, Yimeng Gu, Haichao Shi, Qiang Liu, Xingcheng Xu, Shu Wu, Xiao-Yu Zhang:
RLShield: Dynamic Jailbreak Detection for LLMs via Reinforced Adaptive Learning. 23615-23630 - Boqi Chen, Xudong Liu, Jiachuan Peng, Marianne Frey-Marti, Kyle Lam, Bang Zheng, Lin Li, Jianing Qiu:
MEDSYN: Benchmarking Multi-EviDence SYNthesis in Complex Clinical Cases for Multimodal Large Language Models. 23631-23655 - Anas Mohamed, Azal Ahmad Khan, Xinran Wang, Ahmad Faraz Khan, Shuwen Ge, Saman Bahzad Khan, Ayaan Ahmad, Ali Anwar:
Sem-DPO: Mitigating Semantic Inconsistency in Preference Optimization for Prompt Engineering. 23656-23674 - Xinhao Zhuang, Qiongyu Tian, Yalin Chen, Tianle Xin, Yongyong Fu, Yunchao Ling, Guoqing Zhang:
BNLP: A Text Annotation Platform for Quality Control of LLM-Generated Annotations. 23675-23684 - Kewei Chen, Yayu Long, Shuai Li, Mingsheng Shang:
ElasticFlow: One-Step Physics-Consistent Policy with Elastic Time Horizons for Language-Guided Manipulation. 23685-23701 - Yifei Yao, Hanrong Zhang, Mengnan Du:
AdaptiveK: Complexity-Driven Sparse Autoencoders for Interpretable Language Model Representations. 23702-23728 - Zhaoyang Han, Yihe Liu, Kai Zhang, Ping Li:
Experience-Driven Multi-Agent Optimization for Black-Box Jailbreak Attacks on Large Language Models. 23729-23747 - Qingbao Huang, Cheng Yang, Jiawei Yao, Zhiyue Liu, Yi Cai, Xingmao Zhang:
CMIG: Conceptual Metaphor Theory-Inspired Framework for Metaphorical Image Generation. 23748-23761 - Shanshan Xu, T. Y. S. S. Santosh, Barbara Plank:
Position: From Noise to Signal to Selbstzweck - Reframing Human Label Variation in the Era of Post-training in NLP. 23762-23772 - Chi Cui, Yixin Wu, Michael Backes, Yang Zhang:
Rethinking Assessments of Prompt Injection Attacks. 23773-23799 - Xing Yang, Chengxiang Tan:
SegDRE: A Salient Entity Guided Approach to Document-Level Relation Extraction. 23800-23812 - Yiming Lei, Yize Fan, Zeming Liu, Jiaji Dong, Hui Qiu, Haitao Leng, Qingjie Liu, Kehai Chen, Tingting Gao, Yunhong Wang:
Live-Aid: A Large-Scale Dialogue Dataset and Benchmark for Interleaved Multi-party Interactions in Live Streaming. 23813-23850 - Xingyuan Li, Mengyue Wu:
Semi-Supervised Diseased Detection from Speech Dialogues with Multi-Level Data Modeling. 23851-23862 - Pujun Zheng, Jiacheng Yao, Jinquan Zheng, Chenyang Gu, Guoxiu He, Jiawei Liu, Yong Huang, Tianrui Guo, Wei Lu:
From Isolated Scoring to Collaborative Ranking: A Comparison-Native Framework for LLM-Based Paper Evaluation. 23863-23883 - Yifan Wang, Yun Fu:
UnAC: Adaptive Visual Prompting with Abstraction and Stepwise Checking for Complex Multimodal Reasoning. 23884-23893 - Chau Minh Pham, Zichao Wang, Puneet Mathur, Alexa Siu, Akriti Jain, Aparna Garimella, Ananya B. Sai, Nedim Lipka, Mohit Iyyer, Varun Manjunatha:
AnalystBench: Benchmarking professional long-form report generation with web-mined multimodal tasks. 23894-23926 - Jianing Hao, Yuhe Wu, Yuanjian Xu, Shichang Meng, Shuai Yuan, Wei Zeng, Zixuan Wang, Guang Zhang:
BizCompass: Benchmarking the Reasoning Capabilities of LLMs in Business Knowledge and Applications. 23927-23966 - Shu Zhou, Rui Ling, Junan Chen, Xin Wang, Tao Fan, Hao Wang:
When More Thinking Hurts: Overthinking in LLM Test-Time Compute Scaling. 23967-23977 - Xinyu Zhong, Peng Lan, Zhifang Liao:
Learning from Failures: Error Notebook-guided Secure Code Generation. 23978-23990 - Rose Sathyanathan, Kinshuk Vasisht, Danish Pruthi:
Evaluating Reasoning Models for Queries with Presuppositions. 23991-24006 - Zaitang Li, Pin-Yu Chen, Tsung-Yi Ho:
GRE Score: Generative Risk Evaluation for Large Language Models. 24007-24033 - Haoyuan Shi, Yunxin Li, Nanhao Deng, Zhenran Xu, Xinyu Chen, Longyue Wang, Baotian Hu, Min Zhang:
MSVBench: Towards Human-Level Evaluation of Multi-Shot Video Generation. 24034-24058 - Danyu Huang, Jiayuan Jiang, Yao Zhang, Jun Wang, Huijia Li, Zhenglu Yang:
M-TRACE: Detecting and Mitigating Time-Anchor Drift via Step-wise Conflict Checking in Temporal Reasoning. 24059-24077 - Yu-An Chu, Jen-Ren Pong, Chia-Yao Yeh, Meng-Fen Chiang:
Faithful Persona Steering under Incongruity via Dual-Stream Refinement. 24078-24095 - Xuanle Zhao, Xinyuan Cai, Xiang Cheng, Xiuyi Chen, Bo Xu:
ChemVLR: Prioritizing Reasoning in Perception for Chemical Vision-Language Understanding. 24096-24115 - Geyuan Zhang, Xiaofei Zhou, Shihao Liu, Jingyuan Tian, Jizheng Ma:
SDC-LoRA: Singular-Subspace Drift Controlled LoRA to Mitigate Knowledge Forgetting. 24116-24132 - Danyu Huang, Yao Zhang, Jun Wang, Zhenglu Yang:
Regret-Now: A Physics-Inspired Regret Framework for Temporal Knowledge Graph Question Answering with LLMs. 24133-24157 - Guanhua Huang, Tingqiang Xu, Mingze Wang, Qi Yi, Xue Gong, Siheng Li, Ruibin Xiong, Kejiao Li, Yuhao Jiang, Bo Zhou:
Low-probability Tokens Sustain Exploration in Reinforcement Learning with Verifiable Reward. 24158-24188 - Zixuan Chen, Juncheng Tao, Ziqian Zeng:
Preserving Language Capabilities in Vision-Language Models via Representation Regulation. 24189-24205 - Shuoxin Wang, Chang Liu, Gowen Loo, Lifan Zheng, Kaiwen Wei, Huanqian Yan, Xinyi Zeng, Jingyuan Zhang, Yu Tian:
Me-Agent: A Personalized Mobile Agent with Two-Level User Habit Learning for Enhanced Interaction. 24206-24222 - Dongsheng Chen, Yingqi Zhu, Xingyue Zhang, Wenqing Zhou, Lei Li:
Dynamic PMI-Guided Contrastive Decoding Reduces Hallucination in Large Language Models: A Unified Framework of Fine-Grained Input Transformations. 24223-24235 - Yuwei Huang, Shi Wang, Kangli Zi, Tianyu Luo, Jiang Zhixiao, Ruiheng Wang, Yufei Wang:
LSEG: A Fine-tuning Free Method for NL2FOL via Logic-Structure and Entropy Guided Inference Controlling. 24236-24245 - Loris Schoenegger, Benjamin Roth:
Compact Example-Based Explanations for Language Models. 24246-24265 - Hang Wang, Hang Dong, Lu Liu:
MedCPI: A Construct-Personalize-Integrate Framework for KG-enhanced Clinical Prediction. 24266-24282 - Qiming Zhu, Jialun Cao, Xuanang Chen, Weili Zhang, Yaojie Lu, Hongyu Lin, Xianpei Han, Le Sun, Shing-Chi Cheung:
Across Programming Language Silos: A Study on Cross-Lingual Retrieval-Augmented Code Generation. 24283-24296 - Yibo Yan, Shen Wang, Jiahao Huo, Hang Li, Boyan Li, Jiamin Su, Xiong Gao, Yifan Zhang, Tianlong Xu, Zhendong Chu, Aoxiao Zhong, Kun Wang, Hui Xiong, Philip S. Yu, Xuming Hu, Qingsong Wen:
ErrorRadar: Benchmarking Complex Mathematical Reasoning of Multimodal Large Language Models Via Error Detection. 24297-24334 - Khanh-Tung Tran, Vinh-Khanh Tran, Barry O'Sullivan, Hoang D. Nguyen:
Disentangling Continued Pre-Training: Attention-Driven Routing and Semantic Hub Preservation in Language Adaptation. 24335-24357 - Ine Gevers, Walter Daelemans:
Do You Get the Hint? Benchmarking LLMs on the Board Game Concept. 24358-24371 - Alexander Nemecek, Yuzhou Jiang, Erman Ayday:
Topic-Based Watermarks for Large Language Models. 24372-24402 - Ekant Muljibhai Amin, Yuta Koreeda, Yasuhiro Sogawa:
SParK-Eval: Evaluating Structure-Aware Knowledge Acquisition in LLMs for Domain Adaptation to Industrial Records. 24403-24418 - Jichao Wang, Liuyang Bian, Yufeng Zhou, Han Xiao, Yue Pan, Guozhi Wang, Hao Wang, Zhaoxiong Wang, Yafei Wen, Xiaoxin Chen, Shuai Ren, Lingfang Zeng:
SOLAR-RL: Semi-Online Long-horizon Assignment Reinforcement Learning. 24419-24432 - Cheick Tidiani Cissé:
Kumatigi: Quality-Driven Data Augmentation for Low-Resource Machine Translation. 24433-24446 - Xiangning Yu, Yuwei Guo, Yuqi Hou, Xiao Xue, Qun Ma:
CAMO: An Agentic Framework for Automated Causal Discovery from Micro Behaviors to Macro Emergence in LLM Agent Simulations. 24447-24479 - Xingle Xu, Yongkang Liu, Dexian Cai, Shi Feng, Xiaocui Yang, Daling Wang, Yifei Zhang:
MoLAN: A Unified Modality-Aware Noise Dynamic Editing Framework for Multimodal Sentiment Analysis. 24480-24495 - Xuan Feng, Bo An, Tianlong Gu, Liang Chang, Fengrui Hao, Peipeng Yu, Shuai Zhao:
C2PO: Diagnosing and Disentangling Bias Shortcuts in LLMs. 24496-24515 - Zhigan Zhang, Jie Sui:
Deconstruct, Diagnose, and Deliberate: A Protocol-Adaptive Role-Specific Multi-Agent Framework for Fake News Detection. 24516-24534 - Yibo Yan, Shen Wang, Jiahao Huo, Jingheng Ye, Zhendong Chu, Xuming Hu, Philip S. Yu, Carla P. Gomes, Bart Selman, Qingsong Wen:
Position: Multimodal Large Language Models Can Significantly Advance Scientific Reasoning. 24535-24574 - Weiyang Guo, Zesheng Shi, Liye Zhao, Jiayuan Ma, Zeen Zhu, Junxian He, Min Zhang, Jing Li:
E³-TIR: Enhanced Experience Exploitation for Tool-Integrated Reasoning. 24575-24596 - Yijie Lu, Manman Zhao, Tianjie Ju, Zihe Yan, Xinbei Ma, Yuan Guo, Daizong Ding, Gongshen Liu, Zhuosheng Zhang:
EVA: Evolving Semantic Adversaries for Red-Teaming GUI Agents Against Environmental Injection Attacks. 24597-24615 - Kang Liu, YongKang Liu, Xiaocui Yang, Peidong Wang, Wen Zhang, Shi Feng, Yifei Zhang, Daling Wang:
NEAT: Neuron-Based Early Exit for Large Reasoning Models. 24616-24627 - Chen Qian, Yimeng Wang, Yu Chen, Lingfei Wu, Andreas Stathopoulos:
From "Thinking" to "Justifying": Aligning High-Stakes Explainability with Professional Communication Standards. 24628-24637 - Yifan Song, Xingjian Tao, Zhicheng Yang, Yihong Luo, Jing Tang:
EHRAG: Bridging Semantic Gaps in Lightweight GraphRAG via Hybrid Hypergraph Construction and Retrieval. 24638-24652 - Yangryeol Park, Kunhui Lee, Hanback Choi, Cheoneum Park, Donghyeon Jeon, Inho Kang, Seung-Hoon Na:
PURE: Post-hoc Unlocking and REfinement for Discrete Diffusion Decoding. 24653-24667 - Lingyi Kong, Zhuo Liu, Zhanghao Hu, Qilong Qiu, Yutao Yang, Jingjing Xue, Zheng Wang, Lin Gui, Feiping Nie:
OSCR-Attack: One-Shot Character Level Attacks through Self-Optimizing Continuous Relaxation. 24668-24683 - Nikolay Banar, Ehsan Lotfi, Jens Van Nooten, Cristina Arhiliuc, Marija Kliocaite, Walter Daelemans:
MTEB-NL and E5-NL: Embedding Benchmark and Models for Dutch. 24684-24709 - Taewook Hwang, Inbum Heo, Sung Jun Lee, Sangkeun Jung:
Perceptual Hallucination in Vision-Language Models: Definition, Analysis and Verification. 24710-24725 - Xingle Xu, Fanheng Kong, Dexian Cai, Shi Feng, Xiaocui Yang, Daling Wang, Yifei Zhang:
RATION: Entropy-Driven Task-Adaptive Visual Attention Allocation Framework for Multimodal Reasoning. 24726-24744 - Zhaolin Li, Jan Niehues:
Multimodal In-context Learning for ASR of Low-resource Languages. 24745-24760 - Lingrui Mei, Shenghua Liu, Yiwei Wang, Baolong Bi, Yuyao Ge, Jun Wan, Yurong Wu, Xueqi Cheng:
a1: Steep Test-time Scaling Law via Environment Augmented Generation. 24761-24786 - Xidi Cai, Junhao Zheng, Jingye Li, Boyuan Li, Shaowei Zhang, Qianli Ma:
Look and Think: Efficient Multimodal Reasoning via Modality-Decoupled Compression. 24787-24806 - Yurui Pan, Ke Xu, Bo Peng:
Topology-Enhanced Alignment for Large Language Models: Trajectory Topology Loss and Topological Preference Optimization. 24807-24821 - Yuxuan Wan, Tianqing Fang, Zaitang LI, Yintong Huo, Wenxuan Wang, Haitao Mi, Dong Yu, Michael R. Lyu:
Inference-Time Scaling of Verification: Self-Evolving Deep Research Agents via Test-Time Rubric-Guided Verification. 24822-24835 - Yixi Zhou, Fan Zhang, Y. U. Chen, Haipeng Zhang, Preslav Nakov, Zhuohan Xie:
FinCARDS: Card-Based Analyst Reranking for Financial Document Question Answering. 24836-24852 - Aastha Sharma, Guangjing Wang:
A Unified Feature Mixture Framework for Joint Speech and Singing Deepfake Detection. 24853-24863 - Lynda Tamine, Ahmed Rayane Kebir, Merveille Dona Codjo, Enzo Pasquies, José G. Moreno:
From Atomic to Complex tasks: Cross-Tasking Improves Zero-Shot Argument Generation and Retrieval. 24864-24882 - Yibo Yan, Mingdong Ou, Yi Cao, Xin Zou, Jiahao Huo, Shuliang Liu, James T. Kwok, Xuming Hu:
Sculpting the Vector Space: Towards Efficient Multi-Vector Visual Document Retrieval via Prune-then-Merge Framework. 24883-24925 - Yingyao Ma, Yuanyuan Zhou, Congyu Zhang, Yi Yuan, Jiasong Wu, Lotfi Senhadji, Huazhong Shu:
ThinkLinker: From Low-Rank Interaction to Knowledge-Aware Verification for Multimodal Entity Linking. 24926-24942 - Yunxiang Zhang, Muhammad Khalifa, Lechen Zhang, Xin Liu, Ayoung Lee, Xinliang Frederick Zhang, Farima Fatahi Bayat, Lu Wang:
Logit Arithmetic Elicits Long Reasoning Capabilities Without Training. 24943-24959 - Yuxin Liu, Jinxuan Zhang, Yuezhang Peng, Hefeng Zhou, Xiangfeng Wang, Jiong Lou, Chentao Wu, Jie Li, Jingjing Qu, Chaochao Lu:
Evolving Agentic Workflow Driven by Human-Agent Collaboration. 24960-24969 - Hanyun Jiang, Peisen Yao, Kaiyue Li, Tingting Lin, Chengpeng Wang, Kui Ren:
HintPilot: LLM-based Compiler Hint Synthesis for Code Optimization. 24970-24986 - Xinhao Zhang, Xi Chen, François Portet, Maxime Peyrard:
What Makes an LLM a Good Optimizer? A Trajectory Analysis of LLM-Guided Evolutionary Search. 24987-25011 - Kejia Chen, Junjun Zheng, Jiawen Zhang, Manxi Lin, Xiao Pan, Jiacong Hu, Jian Lou, Zunlei Feng, Mingli Song:
Token-level Inference-Time Alignment for Vision-Language Models. 25012-25029 - Hongwang Xiao, Wenjun Lin, Xi Chen, Hui Wang, Kai Chen, Jiashan Li, Yuancheng Sun, Sicheng Dai, Boya Wu, Qiwei Ye:
STELLA: A Multimodal LLM for Protein Functional Annotation via Unified Sequence-Structure Encoding. 25030-25049 - Yuyang Dai, Yan Lin, Zhuohan Xie, Yuxia Wang:
RealFin: How Well Do LLMs Reason About Finance When Users Leave Things Unsaid? 25050-25080 - Karun Sharma, Vidushee Vats, Shengzhi Li, Yuxiang Wang, Zhongtian Sun, Prayag Tiwari:
Preference Optimization for Review Question Generation Improves Writing Quality. 25081-25104 - Wuyang Zhang, Shichao Pei:
Your LLM Agent Can Leak Your Data: Data Exfiltration via Backdoored Tool Use. 25105-25129 - Heng Zhang, Yihao Zhong, Lubin Gan, Zhihe Chen, Jiajun Wu, Yuling Shi, Xiaodong Gu, Hao Zhang, Haochen You, Jin Huang:
EvoHyper: Evolving Hypergraph Topologies for Unified Collaboration in Multi-Agent Communication. 25130-25143 - Argyrios Papoudakis, Mirella Lapata, Frank Keller:
Think Before you Write: QA-Guided Reasoning for Character Descriptions in Books. 25144-25164 - Meixiu Long, Duolin Sun, Dan Yang, Yihan Jiao, Lei Liu, Jiahai Wang, Binbin Hu, Yue Shen, Jie Feng, Zhehao Tan, Junjie Wang, Lianzhen Zhong, Jian Wang, Peng Wei, Jinjie Gu:
GroupRank: A Groupwise Paradigm for Effective and Efficient Passage Reranking with LLMs. 25165-25186 - Rishikesh Devanathan, Varun Nathan, Ayush Kumar:
Mirage: A Diagnostic Framework for Evaluating the Realism of Synthetic Contact Center Dialogue Generation. 25187-25227 - Zhiyi Duan, Lei Gao, Jiangshan Guan, Qi Wang, Rui Liu:
BloomEval: A Bloom's Cognitive Taxonomy-Based Benchmark for Evaluating LRMs via Cognitive Hierarchy Trace. 25228-25248 - Fengyu Zhang, Bin Liu, Jianhua Tao, Zhuofan Wen, Shun Chen, Hailiang Yao, Zhengqi Wen:
CAIR: Causal Adaptive Information-based Reinforcement Learning for Multimodal Emotion Reasoning. 25249-25264 - Muhammad Arslan Manzoor, Dilshod Azizov, Daniil Orel, Umer Siddique, Zain Muhammad Mujahid, Yufang Hou, Preslav Nakov:
A Multi-View Media Profiling Suite: Resources, Evaluation, and Analysis. 25265-25286 - Maisha Maliha, Dean F. Hougen:
Mechanistic Interpretability of Text-to-Image Diffusion Models via Cross-Attention Interventions. 25287-25299 - Renren Jin, Pengzhi Gao, Yuqi Ren, Zhuowen Han, Tongxuan Zhang, Wuwei Huang, Wei Liu, Jian Luan, Deyi Xiong:
Revisiting Entropy in Reinforcement Learning for Large Reasoning Models. 25300-25322 - Shuowei Li, Haoxin Li, Wenda Chu, Yi Fang:
How Large Language Models Balance Internal Knowledge with User and Document Assertions. 25323-25346 - Esther Gan, Hannah Brown, David Herel, Kenji Kawaguchi, Min-Yen Kan, Michael Qizhe Shieh:
ComicVQA: A Benchmark for Visual Reasoning in Multimodal LLMs. 25347-25370
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