Papers
RFKG-CoT: Relation-Driven Adaptive Hop-count Selection and Few-Shot Path Guidance for Knowledge-Aware QA
Chao Zhang, Minghan Li, Tianrui Lv et al.
Induce, Align, Predict: Zero-Shot Stance Detection via Cognitive Inductive Reasoning
Bowen Zhang, Jun Ma, Fuqiang Niu et al.
Predicting Emergent Tool Use in LLMs Before It Emerges: A Proxy Perspective
Bo-Wen Zhang, Yan Yan, Guang Liu et al.
Global-Local Confidence Fusion for Hallucination Detection in Mathematical Reasoning Task
Bo Zhang, Cong Gao, Linkang Yang et al.
JELV: A Judge of Edit-Level Validity for Evaluation and Automated Reference Expansion in Grammatical Error Correction
Yuhao Zhan, Yuqing Zhang, Jing Yuan et al.
MathSmith: Towards Extremely Hard Mathematical Reasoning by Forging Synthetic Problems with a Reinforced Policy
Shaoxiong Zhan, Yanlin Lai, Ziyu Lu et al.
ToolACE-R: Model-aware Iterative Training and Adaptive Refinement for Tool learning
Xingshan Zeng, Weiwen Liu, Xu Huang et al.
SlideTailor: Personalized Presentation Slide Generation for Scientific Papers
Wenzheng Zeng, Mingyu Ouyang, Langyuan Cui et al.
Expert-Inspired Multi-Agent Coordination for Multi-Objective Molecular Optimization
Daojian Zeng, Tianle Li, Jiahao Yang et al.
CAMA: Enhancing Mathematical Reasoning in Large Language Models with Causal Knowledge
Lei Zan, Keli Zhang, Ruichu Cai et al.
ExPairT-LLM: Exact Learning for LLM Code Selection by Pairwise Queries
Tom Yuviler, Dana Drachsler-Cohen
Reducing the Scope of Language Models
David Yunis, Siyu Huo, Chulaka Gunasekara et al.
MARS: Multimodal Adaptive Reasoning Model for Avoiding Overthinking
Tan Yue, Qiong Wu, Dongyan Zhao
Promoting Efficient Reasoning with Verifiable Stepwise Reward
Chuhuai Yue, Chengqi Dong, Yinan Gao et al.
MCTS-SQL: Light-Weight LLMs Can Master the Text-to-SQL Through Monte Carlo Tree Search
Shuozhi Yuan, Liming Chen, Miaomiao Yuan et al.
Language Model Distillation: A Temporal Difference Imitation Learning Perspective
Zishun Yu, Shangzhe Li, Xinhua Zhang
Discovering Decoupled Functional Modules in Large Language Models
Yanke Yu, Jin Li, Ying Sun et al.
ToC: Tree-of-Claims Search with Multi-Agent Language Models
Shuyang Yu, Jianan Liang, Hui Hu
SR-KI: Scalable and Real-Time Knowledge Integration into LLMs via Supervised Attention
Bohan Yu, Wei Huang, Kang Liu
SpeakerLM: End-to-End Versatile Speaker Diarization and Recognition with Multimodal Large Language Models
Han Yin, Yafeng Chen, Chong Deng et al.
K-12EduBench: A Benchmark for Evaluating Large Language Models’ Knowledge, Problem-Solving, and Educational Goal Cognition in K-12 Education
Yuqing Ye, Xuan Zhou, Zhifu Chen et al.
LangGPS: Language Separability Guided Data Pre-Selection for Joint Multilingual Instruction Tuning
Yangfan Ye, Xiaocheng Feng, Xiachong Feng et al.
RealWebAssist: A Benchmark for Long-Horizon Web Assistance with Real-World Users
Suyu Ye, Haojun Shi, Darren Shih et al.
Themis: Automated Constraint-Aware Test Synthesis Framework for Code Reinforcement Learning
Shengyu Ye, Qi Liu, Hao Jiang et al.