Papers
User Perceptions vs. Proxy LLM Judges: Privacy and Helpfulness in LLM Responses to Privacy-Sensitive Scenarios
Xiaoyuan Wu, Roshni Kaushik, Wenkai Li et al.
MUSEG: Reinforcing Video Temporal Understanding via Timestamp-Aware Multi-Segment Grounding
Fuwen Luo, Shengfeng Lou, Chi Chen et al.
TIGER: Text-Informed Generalized Enzyme-Reaction Retrieval
Yuhang Zhang, Keyan Ding, Peilin Chen et al.
EVM-QuestBench: An Execution-Grounded Benchmark for Natural-Language Transaction Code Generation
Pei Yang, Wanyi Chen, Ke Wang et al.
SeDev: Structured Semantic Exploration for LLM-Driven Code Generation
Ronghui Yang, Jie Liu, Jiajie Zeng et al.
LBLLM: Lightweight Binarization of Large Language Models via Three-Stage Distillation
Siqing Song, Chuang Wang, Yong Lang et al.
Decentralized Arena: Towards Democratic and Scalable Automatic Evaluation of Language Models
Yanbin Yin, Kun Zhou, Zhen Wang et al.
SMART: Evaluating LLMs’ Mathematical Reasoning via a Human Cognitive Process-Inspired Benchmark
Yujie Hou, Mei Wang, Yaoyao Zhong et al.
Escaping the Echo Trap: On Credit Assignment Failure in Multi-turn LLM Self-Reflection
Linxuan Du, Guangquan Xue, Xiaobo Liang et al.
DefGen-Bench: A Benchmark for Chinese Criminal Defence Opinion Generation in LegalAI
Senbo Zhang, Qiqi Wang, Fanghao Lou et al.
LCMA-SRT: Language-Conditional Mixture-of-Experts Adapters for Joint Multilingual Speech Recognition and Translation
Nanjie Li, Xiaoyong Guo, Hao Huang et al.
Where the Cat Sat: A Multilingual Framework for Spatial Language Understanding
Demian Inostroza, Ekaterina Vylomova, Charles Kemp et al.
SAME: Safety-Aware Model Editing Guided by Safety Transformation
Jiayi Wang, Shipeng Wang, Ji Wu et al.
Octopus: Gated Selective Attention for Memory-Bounded Long-Context Inference in Large Language Models
Chien Van Nguyen, Ryan A. Rossi, Linh Ngo Van et al.
DiningBench: A Hierarchical Multi-view Benchmark for Perception and Reasoning in the Dietary Domain
Song Jin, Juntian Zhang, Xun Zhang et al.
Gated Tree Cross-Attention for Checkpoint-Compatible Syntax Injection in Decoder-Only LLMs
Xinyu Gao, Shaonan Wang, Nai Ding
LeLoRA: Learnable Low-Rank Adaptation of Large Language Models
Xiaoling Zhou, Mingjie Zhang, Zhemg Lee et al.
HyperMem: Hypergraph Memory for Long-Term Conversations
Juwei Yue, Chuanrui Hu, Jiawei Sheng et al.
Specializing Large Models for Oracle Bone Script Interpretation via Component-Grounded Multimodal Knowledge Augmentation
Jianing Zhang, Runan Li, Honglin Pang et al.
Business as Rulesual: A Benchmark and Framework for Business Rule Flow Modeling with LLMs
Chen Yang, Ruping Xu, Ruizhe Li et al.
SOAR: Supervision from Observation for Agentic Reinforcement Learning
Meng Li, Lei Li, Xiting Wang et al.
Reinforcement Learning–Guided Adaptive Tuning for Out-of-Distribution Harmful Text Detection
Mengyu Xiang, Tinghao Chen, Boxu Han et al.
KG-ViP: Bridging Knowledge Grounding and Visual Perception in Multi-modal LLMs for Visual Question Answering
Zhiyang Li, Ao Ke, Yukun Cao et al.
Mitigating Selection Bias in Large Language Models via Permutation-Aware GRPO
Jinquan Zheng, Jia Yuan, Jiacheng Yao et al.