Papers
Robust Membership Inference for Large Language Models under Adversarial Generative Corruption
Yuanhong Huang, Huili Wang, Xueying Bai et al.
Chain-of-Thought as a Lens: Evaluating Structured Reasoning Alignment between Human Preferences and Large Language Models
Boxuan Wang, Zhuoyun Li, Xinmiao Huang et al.
Zero-shot Large Language Models for Automatic Readability Assessment
Riley Grossman, Yi Chen
Beyond Experience Retrieval: Learning to Generate Utility-Optimized Structured Experience for Frozen LLMs
Xuancheng Li, Haitao Li, Yujia Zhou et al.
ConsistRM: Improving Generative Reward Models via Consistency-Aware Self-Training
Yu Liang, Liangxin Liu, Longzheng Wang et al.
A Survey of Deep Learning for Geometry Problem Solving
Jianzhe Ma, Wenxuan Wang, Qin Jin
MARCH: Multi-Agent Reinforced Check for Hallucination
Zhuo Li, Yupeng Zhang, Pengyu Cheng et al.
Figure It Out: Improve the Frontier of Reasoning with Executable Visual States
Meiqi Chen, Fandong Meng, Jie Zhou
REaR : Retrieve, Expand and Refine for Effective Multitable Retrieval
Rishita Agarwal, Himanshu Singhal, Peter Baile Chen et al.
ERCThinker: Fast-Slow Thinking for Emotion Recognition in Conversation
Yumeng Fu, Weitao Huang, Junjie Wu et al.
Knowledge Injection Exists in MoE? Exploring Expert-Aware Contrast Decoding in MoE for Mitigating LLMs’ Hallucinations
Xinyue Fang, Zhiliang Tian, Zhen Huang et al.
Please refuse to answer me! Mitigating Over-Refusal in Large Language Models via Adaptive Contrastive Decoding
Yupeng Qi, Ziyu Lyu, Lixin Cui et al.
On-policy Reinforcement Fine-tuning with Offline reward for Multi-step Embodied Planning
Di Wu, Jiaxin Fan, Chloe Gu et al.
Mitigating Safety Context Amnesia in Multimodal Reasoning Models via Intent-Guided Safety Reasoning
Xiyao Dong, Guangsheng Cheng, YiLong Chen et al.
Black-Box Membership Inference Attacks for Video Training Data in Multimodal Large Language Models
Jinrui Wang, Zhenfeng Gao, Wendan Wang et al.
BlindGuard: Safeguarding LLM-based Multi-Agent Systems under Unknown Attacks
Rui Miao, Yixin Liu, Yili Wang et al.
False Friends or Cognates? A Cross-lingual Semantic Ambiguity Evaluation for Galician, Portuguese and Spanish
Marta Vázquez Abuín, Jose Camacho-Collados, Marcos Garcia
Towards Fast and Accurate Modeling for Cross-Lingual Label Projection
Thang Le, Huy Huu Nguyen, Anh Tuan Luu et al.
Putting HUMANS first: Efficient LAM Evaluation with Human Preference Alignment
Woody Haosheng Gan, William Barr Held, Diyi Yang
HowToNarrate: A General-Domain Benchmark for Synchronized Video Narration with External Knowledge
Xueyan Wang, Dingyi Yang, Qin Jin
Surprisal Minimisation over Goal-directed Alternatives Predicts Production Choice in Dialogue
Thomas P. Utting, Mario Giulianelli, Arabella Sinclair
EmoS: A High-Fidelity Multimodal Benchmark for Fine-grained Streaming Emotional Understanding
Pengze Guo, Jingxi Liang, Zhiwen Xie et al.
From Where Words Come: Efficient Regularization of Code Tokenizers Through Source Attribution
Pavel Chizhov, Egor Bogomolov, Ivan P. Yamshchikov
REAL: REtrieval-reAsoning and Logic-constructed Attention Behaviors for Long-Context KV Cache Compression
Mengjie Li, Yuan Feng, Xike Xie et al.