语言大模型 / LLM

Another Turn, Better Output? A Turn-Wise Analysis of Iterative LLM Prompting

Shashidhar Reddy Javaji, Bhavul Gauri, Zining Zhu

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

Soft Reasoning: Navigating Solution Spaces in Large Language Models through Controlled Embedding Exploration

Qinglin Zhu, Runcong Zhao, Hanqi Yan, Yulan He, Yudong Chen, Lin Gui

机构 * King's College London, UK（伦敦国王学院） ； The Alan Turing Institute, UK（艾伦·图灵研究所） ； University of Warwick, UK（沃里克大学） 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

Comments Accepted as a Spotlight at ICML 2025

Tackling One Health Risks: How Large Language Models are leveraged for Risk Negotiation and Consensus-building

Alexandra Fetsch, Iurii Savvateev, Racem Ben Romdhane, Martin Wiedmann, Artemiy Dimov, Maciej Durkalec, Josef Teichmann, Jakob Zinsstag, Konstantinos Koutsoumanis, Andreja Rajkovic, Jason Mann, Mauro Tonolla, Monika Ehling-Schulz, Matthias Filter, Sophia Johler

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

Rethinking Reasoning Quality in Large Language Models through Enhanced Chain-of-Thought via RL

Haoyang He, Zihua Rong, Kun Ji, Chenyang Li, Qing Huang, Chong Xia, Lan Yang, Honggang Zhang

机构 * Beijing University of Posts and Telecommunications（北京邮电大学） 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

Large Language Models Might Not Care What You Are Saying: Prompt Format Beats Descriptions

Chenming Tang, Zhixiang Wang, Hao Sun, Yunfang Wu

机构 * National Key Laboratory for Multimedia Information Processing, Peking University（北京大学多媒体信息处理国家重点实验室） ； MOE Key Laboratory of Computational Linguistics, Peking University School of Computer Science, Peking University（教育部计算语言学重点实验室，北京大学计算机科学学院，北京大学） 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

Comments EMNLP 2025 Findings. 23 pages, 23 figures, 7 tables

Chain-of-Reasoning: Towards Unified Mathematical Reasoning in Large Language Models via a Multi-Paradigm Perspective

Yiyao Yu, Yuxiang Zhang, Dongdong Zhang, Xiao Liang, Hengyuan Zhang, Xingxing Zhang, Ziyi Yang, Mahmoud Khademi, Hany Awadalla, Junjie Wang, Yujiu Yang, Furu Wei

机构 * Microsoft Research Asia（微软亚洲研究院） ； Tsinghua University（清华大学） 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

Comments Accepted to ACL 2025 (Main)

Integrating Large Language Models with Network Optimization for Interactive and Explainable Supply Chain Planning: A Real-World Case Study

Saravanan Venkatachalam

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

Investigating Advanced Reasoning of Large Language Models via Black-Box Interaction

Congchi Yin, Tianyi Wu, Yankai Shu, Alex Gu, Yunhan Wang, Jun Shao, Xun Jiang, Piji Li

机构 * College of Artificial Intelligence, Nanjing University of Aeronautics（人工智能学院，南京航空航天大学） ； School of Electronics Engineering（电子工程学院） ； Computer Science, Peking University（计算机科学，北京大学） ； Theta Health Inc.（Theta健康公司） 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

Arrows of Math Reasoning Data Synthesis for Large Language Models: Diversity, Complexity and Correctness

Sirui Chen, Changxin Tian, Binbin Hu, Kunlong Chen, Ziqi Liu, Zhiqiang Zhang, Jun Zhou

机构 * Zhejiang University（浙江大学） 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

ThinkDial: An Open Recipe for Controlling Reasoning Effort in Large Language Models

Qianyu He, Siyu Yuan, Xuefeng Li, Mingxuan Wang, Jiangjie Chen

机构 * Fudan University（复旦大学） ； Shanghai Jiao Tong University（上海交通大学） ； SIA-Lab of Tsinghua AIR（清华大学AIR实验室） 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

RETAIL: Towards Real-world Travel Planning for Large Language Models

Bin Deng, Yizhe Feng, Zeming Liu, Qing Wei, Xiangrong Zhu, Shuai Chen, Yuanfang Guo, Yunhong Wang

机构 * School of Computer Science and Engineering, Beihang University, Beijing, China（北京航空航天大学计算机科学与工程学院） ； Meituan Inc., China（美团公司） 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

G-LLaVA: Solving Geometric Problem with Multi-Modal Large Language Model

Jiahui Gao, Renjie Pi, Jipeng Zhang, Jiacheng Ye, Wanjun Zhong, Yufei Wang, Lanqing Hong, Jianhua Han, Hang Xu, Zhenguo Li, Lingpeng Kong

机构 * Noah’s Ark Lab（诺亚 Ark 实验室） ； The University of Hong Kong（香港大学） ； The Hong Kong University of Science and Technology（香港科技大学） 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

Comments 10 pages

A Versatile Pathology Co-pilot via Reasoning Enhanced Multimodal Large Language Model

Zhe Xu, Ziyi Liu, Junlin Hou, Jiabo Ma, Cheng Jin, Yihui Wang, Zhixuan Chen, Zhengyu Zhang, Fuxiang Huang, Zhengrui Guo, Fengtao Zhou, Yingxue Xu, Xi Wang, Ronald Cheong Kin Chan, Li Liang, Hao Chen

机构 * Hong Kong University of Science and Technology（香港科技大学） ； Southern Medical University（南方医科大学） ； Nanfang Hospital and School of Basic Medical Sciences（南方医院和基础医学科学学院） ； 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

Standardization of Neuromuscular Reflex Analysis -- Role of Fine-Tuned Vision-Language Model Consortium and OpenAI gpt-oss Reasoning LLM Enabled Decision Support System

Eranga Bandara, Ross Gore, Sachin Shetty, Ravi Mukkamala, Christopher Rhea, Atmaram Yarlagadda, Shaifali Kaushik, L. H. M. P. De Silva, Andriy Maznychenko, Inna Sokolowska, Amin Hass, Kasun De Zoysa

机构 * Old Dominion University（旧 Dominion 大学） ； AnaletIQ ； McDonald Army Health Center（麦克唐纳陆军医疗中心） ； University of Sri Jayewardenepura（Sri Jayewardenepura 大学） ； University of Gdańsk（盖尔范大学） ； University of Colombo（科伦坡大学） 纠错

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

Why Cannot Large Language Models Ever Make True Correct Reasoning?

Jingde Cheng

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

Comments 8 pages. arXiv admin note: substantial text overlap with arXiv:2412.12408

SORT3D: Spatial Object-centric Reasoning Toolbox for Zero-Shot 3D Grounding Using Large Language Models

Nader Zantout, Haochen Zhang, Pujith Kachana, Jinkai Qiu, Guofei Chen, Ji Zhang, Wenshan Wang

机构 * Carnegie Mellon University, Robotics Institute（卡内基梅隆大学，机器人研究所） 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

Comments 8 pages, 6 figures, published in IROS 2025

CapeLLM: Support-Free Category-Agnostic Pose Estimation with Multimodal Large Language Models

Junho Kim, Hyungjin Chung, Byung-Hoon Kim

机构 * EverEx ； Yonsei University（延世大学） 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.LG

Comments ICCV 2025

Evaluating Large Language Models as Expert Annotators

Yu-Min Tseng, Wei-Lin Chen, Chung-Chi Chen, Hsin-Hsi Chen

机构 * National Taiwan University（台湾大学） ； Virginia Tech（弗吉尼亚理工大学） ； University of Virginia（弗吉尼亚大学） ； AIST, Japan（日本产业技术综合研究所） ； AINTU, Taiwan（台湾人工智能技术研究所） 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

Comments Accepted to COLM 2025

GreenMind: A Next-Generation Vietnamese Large Language Model for Structured and Logical Reasoning

Luu Quy Tung, Hoang Quoc Viet, Pham Bao Loc, Vo Trong Thu

机构 * John Von Neumann Institute（约翰·冯·诺依曼研究所） 纠错

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

Are Large Language Models Dynamic Treatment Planners? An In Silico Study from a Prior Knowledge Injection Angle

Zhiyao Luo, Tingting Zhu

机构 * Department of Engineering Science University of Oxford（工程科学系牛津大学） 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.LG

Comments 20 pages

Managing Escalation in Off-the-Shelf Large Language Models

Sebastian Elbaum, Jonathan Panter

机构 * Council on Foreign Relations and University of Virginia（美国对外关系委员会和弗吉尼亚大学） ； Council on Foreign Relations（美国对外关系委员会） 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

StackTrans: From Large Language Model to Large Pushdown Automata Model

Kechi Zhang, Ge Li, Jia Li, Huangzhao Zhang, Yihong Dong, Jia Li, Jingjing Xu, Zhi Jin

机构 * Key Lab of High Confidence Software Technology (PKU), Ministry of Education（高等教育部高性能软件技术重点实验室） ； School of Computer Science, Peking University（北京大学计算机科学学院） ； College of AI, Tsinghua University（清华大学人工智能学院） ； ByteDance（字节跳动） 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

Large Language Models for Supply Chain Decisions

David Simchi-Levi, Konstantina Mellou, Ishai Menache, Jeevan Pathuri

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

Comments Forthcoming chapter in AI in Supply Chains: Perspectives from Global Thought Leaders, edited by Maxime C. Cohen and Tinglong Dai, and part of the Springer Series in Supply Chain Management (edited by Prof. Chris Tang)

Assessing the Chemical Intelligence of Large Language Models

Nicholas T. Runcie, Charlotte M. Deane, Fergus Imrie

机构 * Department of Statistics University of Oxford（统计系牛津大学） 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.LG

Enhancing Test-Time Scaling of Large Language Models with Hierarchical Retrieval-Augmented MCTS

Alex ZH Dou, Zhongwei Wan, Dongfei Cui, Xin Wang, Jing Xiong, Haokun Lin, Chaofan Tao, Shen Yan, Mi Zhang

机构 * The Ohio State University（俄亥俄州立大学） ； Case Western Reserve University（凯斯西储大学） ； Duke University（杜克大学） ； University of Hong Kong（香港大学） ； City University of Hong Kong（香港城市大学） ； ByteDance（字节跳动） 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

Comments Technical Report

Multimedia Verification Through Multi-Agent Deep Research Multimodal Large Language Models

Huy Hoan Le, Van Sy Thinh Nguyen, Thi Le Chi Dang, Vo Thanh Khang Nguyen, Truong Thanh Hung Nguyen, Hung Cao

机构 * University of New Brunswick（新 Brunswick大学） ； Institute for Clarity in Documentation（文档清晰研究所） ； Inria Paris-Rocquencourt（巴黎-罗克琴特研究所） ； Rajiv Gandhi University（拉贾·甘地大学） ； Tsinghua University（清华大学） ； Palmer Research Laboratories（帕勒尔研究实验室） 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

Comments 33rd ACM International Conference on Multimedia (MM'25) Grand Challenge on Multimedia Verification

Are Large Language Models Capable of Deep Relational Reasoning? Insights from DeepSeek-R1 and Benchmark Comparisons

Chi Chiu So, Yueyue Sun, Jun-Min Wang, Siu Pang Yung, Anthony Wai Keung Loh, Chun Pong Chau

机构 * School of Professional Education and Executive Development（专业教育与执行发展学院） ； The Hong Kong Polytechnic University（香港理工大学） ； School of Mathematics and Statistics（数学与统计学学院） ； Beijing Institute of Technology（北京理工大学） ； Department of Mathematics（数学系） ； The University of Hong Kong（香港大学） 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

Comments 10 pages, 0 figures, accepted by 2025 IEEE international conference on artificial intelligence testing (AITest)

$T^3$: Multi-level Tree-based Automatic Program Repair with Large Language Models

Quanming Liu, Xupeng Bu, Zhichao Yan, Ru Li

机构 * School of Computer and Information Technology（计算机与信息科技学院） ； Shanxi University（山西大学） 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

PSALM-V: Automating Symbolic Planning in Interactive Visual Environments with Large Language Models

Wang Bill Zhu, Miaosen Chai, Ishika Singh, Robin Jia, Jesse Thomason

机构 * Department of Computer Science University of Southern California（计算机科学系 美国南加州大学） 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

LR^2Bench: Evaluating Long-chain Reflective Reasoning Capabilities of Large Language Models via Constraint Satisfaction Problems

Jianghao Chen, Zhenlin Wei, Zhenjiang Ren, Ziyong Li, Jiajun Zhang

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

Comments ACL-2025, our code is available at https://github.com/ZNLP/LR2Bench