Papers
Graph Reasoning Paradigm: Structured and Symbolic Reasoning with Topology-Aware Reinforcement Learning for Large Language Models
Runxuan Liu, Xianhao Ou, Xinyan Ma et al.
If an LLM Were a Character, Would It Know Its Own Story? Evaluating Lifelong Learning in LLMs
Siqi Fan, Xiusheng Huang, Yiqun Yao et al.
TexOCR: Advancing Document OCR Models for Compilable Page-to-LaTeX Reconstruction
Chengye Wang, Lin Fu, Zexi Kuang et al.
Massively Multilingual Joint Segmentation and Glossing
Michael Ginn, Lindia Tjuatja, Enora Rice et al.
VideoStir: Understanding Long Videos via Spatio-Temporally Structured and Intent-Aware RAG
Honghao Fu, Miao Xu, Yiwei Wang et al.
GenomeQA: Benchmarking General Large Language Models for Genome Sequence Understanding
Weicai Long, Yusen Hou, Junning Feng et al.
Audio MultiChallenge: A Multi-Turn Evaluation of Spoken Dialogue Systems on Natural Human Interaction
Advait Gosai, Tyler Vuong, Utkarsh Tyagi et al.
From Local to Global: Revisiting Structured Pruning Paradigms for Large Language Models
Ziyan Wang, Enmao Diao, Qi Le et al.
Projecting Out the Malice: A Global Subspace Approach to LLM Detoxification
Zenghao Duan, Zhiyi Yin, Zhichao Shi et al.
Debate-of-Thoughts: Resolving Knowledge Conflicts in LLMs Through Internal Deliberation
Guocong Li, Qirui Hu, Ping Wang et al.
SCOPE: Boosting LLM Efficiency with Scoped Position Encoding
Qingguo Qi, Hongyang Chen, Zhao Li
SLICEFORMER: Static Program Slicing Using Language Models With Dataflow-Aware Pretraining and Constrained Decoding
Pengfei He, Shaowei Wang, Tse-Hsun Chen et al.
NL ⇒ Schedule: Evaluate Multitask Scheduling Capability of Large Language Models
Wenrui Liao, Weihong Du, Yi Li et al.
ShopSimulator: Evaluating and Exploring RL-Driven LLM Agent for Shopping Assistants
Pei Wang, Yanan Wu, Xiaoshuai Song et al.
HARPO: Hierarchical Agentic Reasoning for User-Aligned Conversational Recommendation
Subham Raj, Aman Vaibhav Jha, Mayank Anand et al.
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.