语言大模型 / LLM

Training Long-Context, Multi-Turn Software Engineering Agents with Reinforcement Learning

Alexander Golubev, Maria Trofimova, Sergei Polezhaev, Ibragim Badertdinov, Maksim Nekrashevich, Anton Shevtsov, Simon Karasik, Sergey Abramov, Andrei Andriushchenko, Filipp Fisin, Sergei Skvortsov, Boris Yangel

专题命中 长上下文与记忆 ：large language model(abstract)；language model(abstract)；分类 cs.CL、cs.LG

Understanding and Improving Length Generalization in Recurrent Models

Ricardo Buitrago Ruiz, Albert Gu

专题命中 长上下文与记忆 ：post-training(abstract)；分类 cs.LG

Learning Hanzi Character Through VR-Based Mortise-Tenon

Conglin Ma, Jiatong Li, Sen-Zhe Xu, Ju Dai, Jie Liu, Feng Zhou

专题命中 长上下文与记忆 ：LLM(abstract)

LSVOS 2025 Challenge Report: Recent Advances in Complex Video Object Segmentation

Chang Liu, Henghui Ding, Kaining Ying, Lingyi Hong, Ning Xu, Linjie Yang, Yuchen Fan, Mingqi Gao, Jingkun Chen, Yunqi Miao, Gengshen Wu, Zhijin Qin, Jungong Han, Zhixiong Zhang, Shuangrui Ding, Xiaoyi Dong, Yuhang Zang, Yuhang Cao, Jiaqi Wang, Chang Soo Lim, Joonyoung Moon, Donghyeon Cho, Tingmin Li, Yixuan Li, Yang Yang, An Yan, Leilei Cao, Feng Lu, Ran Hong, Youhai Jiang, Fengjie Zhu, Yujie Xie, Hongyang Zhang, Zhihui Liu, Shihai Ruan, Quanzhu Niu, Dengxian Gong, Shihao Chen, Tao Zhang, Yikang Zhou, Haobo Yuan, Lu Qi, Xiangtai Li, Shunping Ji, Ran Hong, Feng Lu, Leilei Cao, An Yan, Alexey Nekrasov, Ali Athar, Daan de Geus, Alexander Hermans, Bastian Leibe

专题命中 长上下文与记忆 ：LLM(abstract)

Comments 16 pages, 9 figures

Automating Structural Engineering Workflows with Large Language Model Agents

Haoran Liang, Yufa Zhou, Mohammad Talebi Kalaleh, Qipei Mei

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL、cs.AI

Comments Code: https://github.com/DelosLiang/masse

InterCorpRel-LLM: Enhancing Financial Relational Understanding with Graph-Language Models

Qianyou Sun, Jiexin Zheng, Bohan Jin, Lihua Chen, Yijie Peng

机构 * Guanghua School of Management, Peking University（北京大学光华管理学院） 纠错

专题命中 推理与问题求解 ：LLM(title,abstract)；language model(title,abstract)；large language model(abstract)；分类 cs.AI、cs.LG

Noise Injection Systemically Degrades Large Language Model Safety Guardrails

Prithviraj Singh Shahani, Kaveh Eskandari Miandoab, Matthias Scheutz

机构 * Tufts University（塔夫茨大学） 纠错

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI、cs.LG

Comments 9 pages,3 figures

Large Language Models are overconfident and amplify human bias

Fengfei Sun, Ningke Li, Kailong Wang, Lorenz Goette

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)

A Systematic Study on Generating Web Vulnerability Proof-of-Concepts Using Large Language Models

Mengyao Zhao, Kaixuan Li, Lyuye Zhang, Wenjing Dang, Chenggong Ding, Sen Chen, Zheli Liu

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)

Discovering and Reasoning of Causality in the Hidden World with Large Language Models

Chenxi Liu, Yongqiang Chen, Tongliang Liu, Mingming Gong, James Cheng, Bo Han, Kun Zhang

机构 * TMLR Group, Hong Kong Baptist University（香港 Baptist 大学 TMLR 组） ； Mohamed bin Zayed University of Artificial Intelligence（Mohamed bin Zayed 人工智能大学） ； Department of Philosophy, Carnegie Mellon University（哲学系，卡内基梅隆大学） ； School of Computer Science, The University of Sydney（悉尼大学计算机科学学院） ； School of Mathematics and Statistics, The University of Melbourne（墨尔本大学数学与统计学学院） ； The Chinese University of Hong Kong（香港中文大学） 纠错

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.AI、cs.LG

Comments Extended version of our previous NeurIPS'24 conference paper (arXiv:2402.03941(2)); Chenxi and Yongqiang contributed equally; 78 pages, 44 figures; Project page: https://causalcoat.github.io/discovering-and-reasoning

The Idola Tribus of AI: Large Language Models tend to perceive order where none exists

Shin-nosuke Ishikawa, Masato Todo, Taiki Ogihara, Hirotsugu Ohba

机构 * Graduate School of Artificial Intelligence and Science, Rikkyo University（人工智能与科学研究生院，立命馆大学） ； Strategic Digital Business Unit, Mamezou Co., Ltd.（战略数字商务部，麦迈株式会社） 纠错

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI

Comments 14 pages, 3 figures, accepted to Findings of EMNLP 2025

Active Confusion Expression in Large Language Models: Leveraging World Models toward Better Social Reasoning

Jialu Du, Guiyang Hou, Yihui Fu, Chen Wu, Wenqi Zhang, Yongliang Shen, Weiming Lu

机构 * Zhejiang University（浙江大学） ； Northwest University（西北大学） 纠错

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI

Comments 15 pages, 10 figures

Thinking with Nothinking Calibration: A New In-Context Learning Paradigm in Reasoning Large Language Models

Haotian Wu, Bo Xu, Yao Shu, Menglin Yang, Chengwei Qin

机构 * The Hong Kong University of Science and Technology (Guangzhou)（香港科学与技术大学（广州）） 纠错

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL

A Layered Intuition -- Method Model with Scope Extension for LLM Reasoning

Hong Su

机构 * School of Computer Science, Chengdu University of Information Technology（计算机科学学院，成都信息科技学院） 纠错

专题命中 推理与问题求解 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI

Agents of Change: Self-Evolving LLM Agents for Strategic Planning

Nikolas Belle, Dakota Barnes, Alfonso Amayuelas, Ivan Bercovich, Xin Eric Wang, William Wang

机构 * University of California, Santa Barbara（加州大学圣巴巴拉分校） 纠错

专题命中 推理与问题求解 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI

Are Language Models Consequentialist or Deontological Moral Reasoners?

Keenan Samway, Max Kleiman-Weiner, David Guzman Piedrahita, Rada Mihalcea, Bernhard Schölkopf, Zhijing Jin

机构 * Max Planck Institute for Intelligent Systems（马克斯·普朗克智能系统研究所） ； University of Washington（华盛顿大学） ； University of Zürich（苏黎世大学） ； University of Michigan（密歇根大学） ； University of Toronto（多伦多大学） ； Vector Institute（向量研究所） 纠错

专题命中 推理与问题求解 ：language model(title,abstract)；LLM(abstract)；large language model(abstract)；分类 cs.CL

Comments EMNLP 2025

Unifying Tree Search Algorithm and Reward Design for LLM Reasoning: A Survey

Jiaqi Wei, Xiang Zhang, Yuejin Yang, Wenxuan Huang, Juntai Cao, Sheng Xu, Xiang Zhuang, Zhangyang Gao, Muhammad Abdul-Mageed, Laks V. S. Lakshmanan, Chenyu You, Wanli Ouyang, Siqi Sun

机构 * Zhejiang University（浙江大学） ； University of British Columbia（不列颠哥伦比亚大学） ； Fudan University（复旦大学） ； Stony Brook University（石溪大学） ； The Chinese University of Hong Kong（香港中文大学） 纠错

专题命中 推理与问题求解 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL

Fortifying LLM-Based Code Generation with Graph-Based Reasoning on Secure Coding Practices

Rupam Patir, Keyan Guo, Haipeng Cai, Hongxin Hu

专题命中 推理与问题求解 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI

Thinking Inside the Mask: In-Place Prompting in Diffusion LLMs

Xiangqi Jin, Yuxuan Wang, Yifeng Gao, Zichen Wen, Biqing Qi, Dongrui Liu, Linfeng Zhang

专题命中 推理与问题求解 ：prompting(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL

Accurate and Diverse LLM Mathematical Reasoning via Automated PRM-Guided GFlowNets

Adam Younsi, Ahmed Attia, Abdalgader Abubaker, Mohamed El Amine Seddik, Hakim Hacid, Salem Lahlou

机构 * Technology Innovation Institute（技术创新研究所） ； Mohamed Bin Zayed University of Artificial Intelligence（莫罕默德·本·扎耶德人工智能大学） 纠错

专题命中 推理与问题求解 ：LLM(title)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.LG

Towards Thinking-Optimal Scaling of Test-Time Compute for LLM Reasoning

Wenkai Yang, Shuming Ma, Yankai Lin, Furu Wei

机构 * Gaoling School of Artificial Intelligence, Renmin University of China（中国人民大学人工智能学院） ； Microsoft Research（微软研究院） 纠错

专题命中 推理与问题求解 ：LLM(title)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI

Comments Accepted at NeurIPS 2025, camera-ready version

From <Answer> to <Think>: Multidimensional Supervision of Reasoning Process for LLM Optimization

Beining Wang, Weihang Su, Hongtao Tian, Tao Yang, Yujia Zhou, Ting Yao, Qingyao Ai, Yiqun Liu

机构 * Tsinghua University（清华大学） ； Tencent Inc（腾讯公司） 纠错

专题命中 推理与问题求解 ：LLM(title)；large language model(abstract)；language model(abstract)；分类 cs.AI

Adaptive Selection of Symbolic Languages for Improving LLM Logical Reasoning

Xiangyu Wang, Haocheng Yang, Fengxiang Cheng, Fenrong Liu

专题命中 推理与问题求解 ：LLM(title)；large language model(abstract)；language model(abstract)；分类 cs.AI

DixitWorld: Evaluating Multimodal Abductive Reasoning in Vision-Language Models with Multi-Agent Dixit Gameplay

Yunxiang Mo, Tianshi Zheng, Qing Zong, Jiayu Liu, Baixuan Xu, Yauwai Yim, Chunkit Chan, Jiaxin Bai, Yangqiu Song

机构 * Department of Computer Science and Engineering, HKUST, Hong Kong SAR, China（计算机科学与工程系，香港科技大学，香港特别行政区，中国） 纠错

专题命中 推理与问题求解 ：language model(title,abstract)；language agent(abstract)；分类 cs.AI

Comments EMNLP 2025 Wordplay (Spotlight)

Real-Time Health Analytics Using Ontology-Driven Complex Event Processing and LLM Reasoning: A Tuberculosis Case Study

Ritesh Chandra, Sonali Agarwal, Navjot Singh

专题命中 推理与问题求解 ：LLM(title)；large language model(abstract)；language model(abstract)；分类 cs.AI

Comments 14 table. 20 figure

CodeCrash: Exposing LLM Fragility to Misleading Natural Language in Code Reasoning

Man Ho Lam, Chaozheng Wang, Jen-tse Huang, Michael R. Lyu

机构 * The Chinese University of Hong Kong（香港中文大学） ； Johns Hopkins University（约翰霍普金斯大学） 纠错

专题命中 推理与问题求解 ：LLM(title)；large language model(abstract)；language model(abstract)；分类 cs.AI

Comments NeurIPS 2025; 10 pages of main text; 25 pages of appendices. Website - https://cuhk-arise.github.io/CodeCrash/

COCO-Tree: Compositional Hierarchical Concept Trees for Enhanced Reasoning in Vision Language Models

Sanchit Sinha, Guangzhi Xiong, Aidong Zhang

机构 * University of Virginia（弗吉尼亚大学） 纠错

专题命中 推理与问题求解 ：language model(title,abstract)；large language model(abstract)

Comments EMNLP 2025 (main)

LLM-HBT: Dynamic Behavior Tree Construction for Adaptive Coordination in Heterogeneous Robots

Chaoran Wang, Jingyuan Sun, Yanhui Zhang, Mingyu Zhang, Changju Wu

机构 * School of Aeronautic and Astronautics, Zhejiang University（浙江大学航空宇航学院） ； Shanghai Huawei Technologies Co., Ltd.（上海华为技术有限公司） 纠错

专题命中 推理与问题求解 ：LLM(title)；large language model(abstract)；language model(abstract)

Comments It contains 8 pages, 7 figures and 4 tables. This paper is submitted to ICRA 2026

Path Drift in Large Reasoning Models:How First-Person Commitments Override Safety

Yuyi Huang, Runzhe Zhan, Lidia S. Chao, Ailin Tao, Derek F. Wong

机构 * The Second Affiliated Hospital, Guangdong Provincial Key Laboratory of Allergy and Clinical Immunology, Guangzhou Medical University（广东省过敏与临床免疫学重点实验室，广州医科大学第二附属医院） ； NLP 2 CT Lab, Department of Computer and Information Science, University of Macau（澳门大学计算机与信息科学系NLP2CT实验室） 纠错

专题命中 推理与问题求解 ：large language model(abstract)；language model(abstract)；RLHF(abstract)；prompting(abstract)

CrunchLLM: Multitask LLMs for Structured Business Reasoning and Outcome Prediction

Rabeya Tus Sadia, Qiang Cheng

机构 * Department of Computer Science University of Kentucky（计算机科学系 俄亥俄大学） ； Department of Computer Science, Institute for Biomedical Informatics University of Kentucky（计算机科学系 生物医学信息学研究所 俄亥俄大学） 纠错

专题命中 推理与问题求解 ：LLM(abstract)；large language model(abstract)；language model(abstract)；foundation model(abstract)