Papers
When Bigger Isn’t Better: A Comprehensive Fairness Evaluation of Political Bias in Multi-News Summarisation
Nannan Huang, Iffat Maab, Junichi Yamagishi
Maximizing Local Entropy Where It Matters: Prefix-Aware Localized LLM Unlearning
Naixin Zhai, Pengyang Shao, Binbin Zheng et al.
Knowledge Poisoning Attacks on Medical Multi-Modal Retrieval-Augmented Generation
Peiru Yang, Haoran Zheng, Tong Ju et al.
MVP: Enhancing Video Large Language Models via Self-supervised Masked Video Prediction
Xiaokun Sun, Zezhong Wu, Zewen Ding et al.
Modeling LLM Unlearning as an Asymmetric Two-Task Learning Problem
Zeguan Xiao, Siqing Li, Yong Wang et al.
Towards a Mechanistic Understanding of Large Reasoning Models: A Survey of Training, Inference, and Failures
Yi Hu, Jiaqi Gu, Ruxin Wang et al.
CodeJudgeBench: Benchmarking LLM-as-a-Judge for Coding Tasks
Hongchao Jiang, Yiming Chen, Yushi Cao et al.
Chain-of-Thought Compression Should Not Be Blind: V-Skip for Efficient Multimodal Reasoning via Dual-Path Anchoring
Dongxu Zhang, Yiding Sun, Cheng Tan et al.
Causal-ESC: Reliable Policy Learning for Emotional Support Conversation via Causal Inference
Xv Wang, Wang Zhenyu, Guanyu Zheng et al.
RFS-Guard: Detecting Reasoning Hallucinations via Cross-Phase Routing Focus in Large Reasoning Models
Zihang Liu, Fang Zhouhua, Hui Liu et al.
Identity-Robust Language Model Generation via Content Integrity Preservation
Miao Zhang, Kelly Chen, Mehrab Tanjim et al.
Triviality Corrected Endogenous Reward
Xinda Wang, Zhengxu Hou, Yangshijie Zhang et al.
Dynamics of Cognitive Heterogeneity: Investigating Behavioral Biases in Multi-Stage Supply Chains with LLM-Based Simulation
Jiuyun Jiang, Yuecheng Hong, Bo Yang et al.
Progressive Multimodal Search and Reasoning for Knowledge-Intensive Visual Question Answering
Changin Choi, Wonseok Lee, Jungmin Ko et al.
BWLA: Breaking the Barrier of W1AX Post-Training Quantization for LLMs
Zhixiong Zhao, Zukang Xu, Dawei Yang
Double: Breaking the Acceleration Limit via Double Retrieval Speculative Parallelism
Yuhao Shen, Tianyu Liu, Junyi Shen et al.
EvolvR: Self-Evolving Pairwise Reasoning for Story Evaluation to Enhance Generation
Xinda Wang, Zhengxu Hou, Yangshijie Zhang et al.
Discourse Coherence and Response-Guided Context Rewriting for Multi-Party Dialogue Generation
Zhiyu Cao, Peifeng Li, Qiaoming Zhu
Cut Your Losses! Learning to Prune Paths Early for Efficient Parallel Reasoning
Jiaxi Bi, Tongxu Luo, Wenyu Du et al.
Your Students Don’t Use LLMs Like You Wish They Did
Sebastian Kobler, Matthew Clemson, Angela Sun et al.
FACTrial: Factorized Clinical Contrastive Training for Scalable Patient-Trial Retrieval
Xuanren Chen, Chongyang Tao, Tao Shen et al.
ODL-TempLLM: Ontology-Guided and Description Logic-Reasoned Temporal Reasoning with LLMs
Jinshuo Liu, Cheng Bi, Meng Wang et al.
StoryCoder: Narrative Reformulation for Structured Reasoning in LLM Code Generation
Geonhui Jang, Dongyoon Han, YoungJoon Yoo
Suggest-Verify-Revise: A Three-Stage Document-Level Event Causality Identification with Narrative Consistency
Ya Su, Hu Zhang, Dan Qiao et al.
Hierarchical Token Prepending: Enhancing Information Flow in Decoder-based LLM Embeddings
Xueying Ding, Xingyue Huang, Mingxuan Ju et al.