Papers
Beyond the Last Frame: Process-aware Evaluation for Generative Video Reasoning
Yifan Li, YuKai Gu, Yingqian Min et al.
Bridging Internal Consistency and External Alignment: A Causal and Dynamic Interpretability Framework for LLM Generation
Shuyao Xiao, Shengling Wang, Ke Chao
Beyond Ranking: Fine-Grained Diagnostics and Self-Improvement for MLLMs
Mingze Xu, Zijing Zhao, Qiming Peng et al.
ReEfBench: Quantifying the Reasoning Efficiency of LLMs
Zhizhang Fu, Yuancheng Gu, Chenkai Hu et al.
Zero-Shot Multimodal Retrieval with Multi-Scale Contextual Representations
Sourajit Saha, Tejas Gokhale
Uncovering Sentiment Analysis Circuit in Large Language Model
Shichen Li, Zhouyang Wang, Zhongqing Wang et al.
PaTaRM: Bridging Pairwise and Pointwise Signals via Preference-Aware Task-Adaptive Reward Modeling
Ai Jian, Jingqing Ruan, Xing Ma et al.
SPENCE: A Syntactic Probe for Detecting Contamination in NL2SQL Benchmarks
Mohammadtaher Safarzadeh, Hitesh Laxmichand Patel, Afshin Oroojlooy et al.
The Paradox of Outcome Optimization: A Causal Information-Theoretic Bound on Reasoning Shortcuts in LLMs
Zihan Chen, Yiming Zhang, Wenxiang Geng et al.
Leibniz: Theory-of-Mind Driven Neuro-Symbolic Logical Reasoning via Multi-Agent Collaboration
Yue Fan, Hu Zhang, Yunxiao Zhao et al.
RARE: Redundancy-Aware Retrieval Evaluation Framework for High-Similarity Corpora
Hanjun Cho, Jay-Yoon Lee
League of LLMs: A Benchmark-Free Paradigm for Mutual Evaluation of Large Language Models
Qianhong Guo, Wei Xie, Xiaofang Cai et al.
Less is More: Improving LLM Reasoning with Minimal Test-Time Intervention
Zhen Yang, Mingyang Zhang, Feng Chen et al.
Backdoor Collapse: Eliminating Unknown Threats Via Known Backdoor Aggregation In Language Models
Liang Lin, Miao Yu, Moayad Aloqaily et al.
Preconditioned Test-Time Adaptation for Out-of-Distribution Debiasing in Narrative Generation
Hanwen Shen, Ting Ying, Jiajie Lu et al.
CAKE: Causal-Guided Adaptive Knowledge Editing for LLMs
Shuxin Liu, Jianhao Zhang
Merlin’s Whisper: Enabling Efficient Reasoning in Large Language Models via Black-box Persuasive Prompting
Heming Xia, Cunxiao Du, Rui Li et al.
Benchmarking and Enabling Efficient Chinese Medical Retrieval via Asymmetric Encoders
Angqing Jiang, Jianlyu Chen, Zhefang et al.
SubTokenTest: A Practical Benchmark for Real-World Sub-token Understanding
Shuyang Hou, Yi Hu, Muhan Zhang
Why LLMs Hallucinate on Structured Knowledge: A Mechanistic Analysis of Reasoning over Linearized Representations
Shanghao Li, Jinda Han, Yibo Wang et al.
MTAVG-Bench: A Diagnostic Benchmark for Multi-Talker Dialogue-Centric Audio-Video Generation
Yanghao Zhou, Haitian Li, Rexar Lin et al.
Seeing the Whole Elephant: A Benchmark for Failure Attribution in LLM-based Multi-Agent Systems
Mengzhuo Chen, Junjie Wang, Fangwen Mu et al.
IS-CoT: Breaking the Long-form Generation Collapse via Interleaved Structural Thinking
Zechen Sun, Yuyang Sun, Zecheng Tang et al.
HTMR: Hybrid Token Masking Reinforcement Learning with Verifiable Rewards for Event Argument Extraction with Multi-Perspective Reasoning
Jianwen Luo, Yongkang Jin, Yu Hong et al.