大模型推理能力

ClueAnchor: Clue-Anchored Knowledge Reasoning Exploration and Optimization for Retrieval-Augmented Generation

Hao Chen, Yukun Yan, Sen Mei, Wanxiang Che, Zhenghao Liu, Qi Shi, Xinze Li, Yuchun Fan, Pengcheng Huang, Qiushi Xiong, Zhiyuan Liu, Maosong Sun

专题命中 其他推理 ：reasoning(title,abstract)；分类 cs.CL

Performance and Metacognition Disconnect when Reasoning in Human-AI Interaction

Daniela Fernandes, Steeven Villa, Salla Nicholls, Otso Haavisto, Daniel Buschek, Albrecht Schmidt, Thomas Kosch, Chenxinran Shen, Robin Welsch

专题命中 其他推理 ：reasoning(title)

Comments 27 pages, 10 figures, 6 tables

Journal ref Volume 175, February 2026, 108779

From Amateur to Master: Infusing Knowledge into LLMs via Automated Curriculum Learning

Nishit Neema, Srinjoy Mukherjee, Sapan Shah, Gokul Ramakrishnan, Ganesh Venkatesh

机构 * Cerebras Systems（Cerebras系统） 纠错

专题命中 其他推理 ：reasoning(abstract)；分类 cs.CL、cs.AI

Revealing Multimodal Causality with Large Language Models

Jin Li, Shoujin Wang, Qi Zhang, Feng Liu, Tongliang Liu, Longbing Cao, Shui Yu, Fang Chen

机构 * University of Technology Sydney（技术大学悉尼大学） ； Tongji University（同济大学） ； University of Melbourne（墨尔本大学） ； University of Sydney（悉尼大学） ； Macquarie University（麦考瑞大学） 纠错

专题命中 其他推理 ：reasoning(abstract)；分类 cs.AI、cs.LG

Comments Accepted at NeurIPS 2025

Retrieval Augmented Generation-Enhanced Distributed LLM Agents for Generalizable Traffic Signal Control with Emergency Vehicles

Xinhang Li, Qing Guo, Junyu Chen, Zheng Guo, Shengzhe Xu, Lei Li, Lin Zhang

机构 * School of Artificial Intelligence, Beijing University of Posts（人工智能学院，北京邮电大学） ； Beijing Big Data Center（北京大数据中心） 纠错

专题命中 其他推理 ：reasoning(abstract)；分类 cs.AI

Beyond Length: Quantifying Long-Range Information for Long-Context LLM Pretraining Data

Haoran Deng, Yingyu Lin, Zhenghao Lin, Xiao Liu, Yizhou Sun, Yi-An Ma, Yeyun Gong

专题命中 其他推理 ：reasoning(abstract)；分类 cs.CL

Multi-Agent Evolve: LLM Self-Improve through Co-evolution

Yixing Chen, Yiding Wang, Siqi Zhu, Haofei Yu, Tao Feng, Muhan Zhang, Mostofa Patwary, Jiaxuan You

机构 * University of Illinois at Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） ； Peking University（北京大学） ； NVIDIA（英伟达） 纠错

专题命中 其他推理 ：reasoning(abstract)；分类 cs.AI

Comments 29 pages, 4 figures

On the Impossibility of Retrain Equivalence in Machine Unlearning

Jiatong Yu, Yinghui He, Anirudh Goyal, Sanjeev Arora

机构 * Princeton Language and Intelligence（普林斯顿语言与智能） 纠错

专题命中 其他推理 ：reasoning(abstract)；分类 cs.LG

Comments Code available at https://princeton-pli.github.io/impossibility-unlearning/

Chain-of-Scrutiny: Detecting Backdoor Attacks for Large Language Models

Xi Li, Ruofan Mao, Yusen Zhang, Renze Lou, Chen Wu, Jiaqi Wang

机构 * University of Alabama at Birmingham（阿拉巴马大学伯明翰分校） ； The Pennsylvania State University（宾夕法尼亚州立大学） ； Meta ； Auburn University（阿伯丁大学） 纠错

专题命中 其他推理 ：reasoning(abstract)；分类 cs.AI

Comments This paper has been accepted to ACL Findings 2025

SA$^{2}$Net: Scale-Adaptive Structure-Affinity Transformation for Spine Segmentation from Ultrasound Volume Projection Imaging

Hao Xie, Zixun Huang, Yushen Zuo, Yakun Ju, Frank H. F. Leung, N. F. Law, Kin-Man Lam, Yong-Ping Zheng, Sai Ho Ling

机构 * Department of Electrical and Electronic Engineering, The Hong Kong Polytechnic University（香港理工大学电子与电气工程系） ； School of Artificial Intelligence, Shenzhen Polytechnic University（深圳理工大学人工智能学院） ； School of Computing and Mathematic Sciences, University of Leicester（莱斯特大学计算与数学科学学院） ； Department of Biomedical Engineering, The Hong Kong Polytechnic University（香港理工大学生物医学工程系） ； School of Electrical and Data Engineering, University of Technology Sydney（悉尼大学电气与数据工程学院） 纠错

专题命中 其他推理 ：reasoning(abstract)

Comments Accepted by Computerized Medical Imaging and Graphics (CMIG)