Papers
Attention Weights as an Indicator: Analyzing and Improving Document Utilization in Retrieval-Augmented Generation
Jing Jin, Yuhan Song, Wen Luo et al.
Harmonizing the Past, Present, and Future: A Null-Space Constrained Region-Specific Method for Continual Learning in LLMs
Jinhui Chen, Shizhu He, Xingchang Yang et al.
Human or LLM as Standardized Patients? A Comparative Study in Medical Education
Bingquan Zhang, Xiaoxiao Liu, Yuchi Wang et al.
ReCoQA: A Benchmark for Tool-Augmented and Multi-Step Reasoning in Real Estate Question and Answering
Yindong Zhang, Wenmian Yang, Yiquan Zhang et al.
Can LLMs Estimate Cognitive Complexity of Reading Comprehension Items?
Seonjeong Hwang, Hyounghun Kim, Gary Lee
CoCoNUTS: Concentrating on Content while Neglecting Uninformative Textual Styles for AI-Generated Peer Review Detection
Yihan Chen, Jiawei Chen, Guozhao Mo et al.
The Evolution of Thought: Tracking LLM Overthinking via Reasoning Dynamics Analysis
Zihao Wei, Liang Pang, Jiahao Liu et al.
A Data-Efficient Path to Multilingual LLMs: Language Expansion via Post-training PARAM𝛥 Integration into Upcycled MoE
Hao Zhou, Tianhao Li, Zhijun Wang et al.
LLM Reasoning as Trajectories: Step-Specific Representation Geometry and Correctness Signals
Lihao Sun, Hang Dong, Bo Qiao et al.
Beyond Self-Report: Bridging the Intention-Behavior Gap in Critical Thinking Assessment via Interpretable Multi-Agent System
Zekun Li, Jifan Yu, Haoxuan Li et al.
Stability Implies Redundancy: Delta Attention Selective Halting for Efficient Long-Context Prefilling
Yujie Chen, Tailai Chen, Yifeng Gao et al.
DocLens: A Tool-Augmented Multi-Agent Framework for Long Visual Document Understanding
Dawei Zhu, Rui Meng, Jiefeng Chen et al.
False Friends in the Shell: Unveiling the Emoticon Semantic Confusion in Large Language Models
Weipeng Jiang, Xiaoyu Zhang, Juan Zhai et al.
Diffuse Thinking: Exploring Diffusion Language Models as Efficient Thought Proposers for Reasoning
Chenyang Shao, Sijian Ren, Fengli Xu et al.
Extending First-Order Logic for Factual Reasoning over Knowledge Graphs
Yuanzhen Hao, Desheng Wu
Data Pollination: An Emergent Ecological Process Driving AI Population Evolution
Shufang Xie, Qizhi Pei, Ang Lv et al.
Benchmarking Egocentric Clinical Intent Understanding Capability for Medical Multimodal Large Language Models
Shaonan Liu, Guo Yu, Xiaoling Luo et al.
AIM-CoT: Active Information-driven Multimodal Chain-of-Thought for Vision-Language Reasoning
Xiping Li, Jianghong Ma
Think Parallax: Solving Multi-Hop Problems via Multi-View Knowledge-Graph-Based Retrieval-Augmented Generation
Jinliang Liu, Jiale Bai, Shaoning Zeng
MentalSeek-Dx: Towards Progressive Hypothetico-Deductive Reasoning for Real-world Psychiatric Diagnosis
Xiao Sun, Ymyang, Xinyi Jiang et al.
Localized Low-Rank Adaptation within Clustered Parameter Subspaces
Jiahao Xiong, Yihe Liu, Xianming Hu et al.
Personalizing LLMs with Binary Feedback: A Preference-Calibrated Optimization Framework
Xilai Ma, Liye Zhao, Weijun Yao et al.
ConfSpec: Efficient Step-Level Speculative Reasoning via Confidence-Gated Verification
Siran Liu, Zane Cao, Yongchao He
MPBoCo: Multimodal Prompt-based Boundary-enhanced Continual Framework for Joint Entity and Relation Extraction
Guanglu Sun, Xinyu Liu, Lili Liang et al.