大模型推理能力

LIMO: Less is More for Reasoning

Yixin Ye, Zhen Huang, Yang Xiao, Ethan Chern, Shijie Xia, Pengfei Liu

机构 * Shanghai Jiao Tong University（上海交通大学） ； SII-GAIR ； Fudan University（复旦大学） ； The Hong Kong Polytechnic University（香港理工大学） 纠错

专题命中 数学推理 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

Comments COLM 2025

AutoTIR: Autonomous Tools Integrated Reasoning via Reinforcement Learning

Yifan Wei, Xiaoyan Yu, Yixuan Weng, Tengfei Pan, Angsheng Li, Li Du

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

Technical Report of TeleChat2, TeleChat2.5 and T1

Zihan Wang, Xinzhang Liu, Yitong Yao, Chao Wang, Yu Zhao, Zhihao Yang, Wenmin Deng, Kaipeng Jia, Jiaxin Peng, Yuyao Huang, Sishi Xiong, Zhuo Jiang, Kaidong Yu, Xiaohui Hu, Fubei Yao, Ruiyu Fang, Zhuoru Jiang, Ruiting Song, Qiyi Xie, Rui Xue, Xuewei He, Yanlei Xue, Zhu Yuan, Zhaoxi Zhang, Zilu Huang, Shiquan Wang, Xin Wang, Hanming Wu, Mingyuan Wang, Xufeng Zhan, Yuhan Sun, Zhaohu Xing, Yuhao Jiang, Bingkai Yang, Shuangyong Song, Yongxiang Li, Zhongjiang He, Xuelong Li

专题命中 数学推理 ：reasoning(abstract)；chain-of-thought(abstract)；CoT(abstract)；分类 cs.CL

Comments 32 pages, 5 figures

Post-Training Large Language Models via Reinforcement Learning from Self-Feedback

Carel van Niekerk, Renato Vukovic, Benjamin Matthias Ruppik, Hsien-chin Lin, Milica Gašić

机构 * Heinrich Heine Universität（海因里希·海因大学） 纠错

专题命中 数学推理 ：reasoning(abstract)；chain-of-thought(abstract)；分类 cs.CL、cs.AI

Libra: Assessing and Improving Reward Model by Learning to Think

Meng Zhou, Bei Li, Jiahao Liu, Xiaowen Shi, Yang Bai, Rongxiang Weng, Jingang Wang, Xunliang Cai

机构 * Meituan（美团） 纠错

专题命中 数学推理 ：reasoning(abstract)；分类 cs.CL

Comments Work In Progress

StaffPro: an LLM Agent for Joint Staffing and Profiling

Alessio Maritan

专题命中 数学推理 ：reasoning(abstract)；分类 cs.AI

PHAX: A Structured Argumentation Framework for User-Centered Explainable AI in Public Health and Biomedical Sciences

Bahar İlgen, Akshat Dubey, Georges Hattab

机构 * Center for Artificial Intelligence in Public Health Research (ZKI-PH), Robert Koch-Institut, Nordufer 20, Berlin, 13353, Germany（公共健康人工智能研究中心（ZKI-PH）、罗伯特· Koch研究所） ； Department of Mathematics and Computer Science, Freie Universität Berlin, Arnimallee 14, Berlin, 14195, Germany（数学与计算机科学系、柏林自由大学） 纠错

专题命中 代码与定理证明 ：reasoning(abstract)；分类 cs.AI

Comments Preprint. Under review

SynLang and Symbiotic Epistemology: A Manifesto for Conscious Human-AI Collaboration

Jan Kapusta

专题命中 代码与定理证明 ：reasoning(abstract)；分类 cs.AI

Comments 32 pages, 4 figures. Includes 2 Appendices containing SynLang v1.2.0 protocol specification, and formal BNF grammar

A Scalable Approach to Probabilistic Neuro-Symbolic Robustness Verification

Vasileios Manginas, Nikolaos Manginas, Edward Stevinson, Sherwin Varghese, Nikos Katzouris, Georgios Paliouras, Alessio Lomuscio

机构 * Department of Computer Science and Leuven.AI KU Leuven Belgium（比利时列日大学计算机科学系） ； Department of Computing Imperial College London UK（伦敦帝国学院计算机系） 纠错

专题命中 逻辑推理 ：reasoning(abstract,comments)；分类 cs.AI

Comments 19th Conference on Neurosymbolic Learning and Reasoning

MapAgent: Trajectory-Constructed Memory-Augmented Planning for Mobile Task Automation

Yi Kong, Dianxi Shi, Guoli Yang, Zhang ke-di, Chenlin Huang, Xiaopeng Li, Songchang Jin

专题命中 规划推理 ：planning(title,abstract)；分类 cs.AI

The pitfalls of next-token prediction

Gregor Bachmann, Vaishnavh Nagarajan

机构 * ETH Zürich, Switzerland（苏黎世联邦理工学院） ； Google Research, US（谷歌研究院） 纠错

专题命中 规划推理 ：planning(abstract)；分类 cs.CL、cs.AI、cs.LG

Comments ICML 2024

Integration of Large Language Models within Cognitive Architectures for Autonomous Robots

Miguel Á. González-Santamarta, Irene González-Fernández, Francisco J. Rodríguez-Lera, Ángel Manuel Guerrero-Higueras, Vicente Matellán-Olivera

机构 * University of León（莱昂大学） 纠错

专题命中 规划推理 ：reasoning(abstract)；planning(abstract)

Comments 9 pages, 6 figures, 2 tables, Submitted to ROBOT 2025 (8th Iberian Robotics Conference)

Agentic Web: Weaving the Next Web with AI Agents

Yingxuan Yang, Mulei Ma, Yuxuan Huang, Huacan Chai, Chenyu Gong, Haoran Geng, Yuanjian Zhou, Ying Wen, Meng Fang, Muhao Chen, Shangding Gu, Ming Jin, Costas Spanos, Yang Yang, Pieter Abbeel, Dawn Song, Weinan Zhang, Jun Wang

机构 * Shanghai Jiao Tong University（上海交通大学） ； The Hong Kong University of Science and Technology（香港科技大学） ； University of Liverpool（利物浦大学） ； University of California Berkeley（加州大学伯克利分校） ； Shanghai Innovation Institute（上海创新研究院） ； University of California Davis（加州大学戴维斯分校） ； Virginia Tech（弗吉尼亚理工大学） ； University College London（伦敦大学学院） 纠错

专题命中 规划推理 ：planning(abstract)；分类 cs.AI、cs.LG

Automated Generation of Diverse Courses of Actions for Multi-Agent Operations using Binary Optimization and Graph Learning

Prithvi Poddar, Ehsan Tarkesh Esfahani, Karthik Dantu, Souma Chowdhury

机构 * Department of Mechanical and Aerospace Engineering, University at Buffalo（机械与航空航天工程系，布法罗大学） ； Department of Computer Science and Engineering, University at Buffalo（计算机科学与工程系，布法罗大学） 纠错

专题命中 规划推理 ：planning(abstract)；分类 cs.AI、cs.LG

Comments Accepted for presentation in proceedings of IEEE CASE 2025

Strategist: Self-improvement of LLM Decision Making via Bi-Level Tree Search

Jonathan Light, Min Cai, Weiqin Chen, Guanzhi Wang, Xiusi Chen, Wei Cheng, Yisong Yue, Ziniu Hu

机构 * Rensselaer Polytechnic Institute（拉特加大学） ； Shenzhen University（深圳大学） ； University of California, Los Angeles（加州大学洛杉矶分校） ； NEC laboratories America（NEC美国实验室） ； California Institute of Technology（加州理工学院） 纠错

专题命中 规划推理 ：planning(abstract)；分类 cs.CL、cs.AI

Comments website: https://llm-strategist.github.io

Large Language Models for Supply Chain Decisions

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

专题命中 规划推理 ：planning(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)

Can LLMs Reason About Trust?: A Pilot Study

Anushka Debnath, Stephen Cranefield, Emiliano Lorini, Bastin Tony Roy Savarimuthu

机构 * National Institute of Technology, Durgapur, India（印度达格apur国立理工学院） ； University of Otago, New Zealand（新西兰奥塔哥大学） ； IRIT, CNRS, Toulouse University, France（法国图卢兹大学IRIT与CNRS） 纠错

专题命中 规划推理 ：planning(abstract)；分类 cs.CL

Comments 17 pages, 5 figures, 3 tables Accepted for presentation as a full paper at the COINE 2025 workshop at AAMAS 2025 see https://coin-workshop.github.io/coine-2025-detroit/accepted_for_presentation.html

Empowering Educators in the Age of AI: An Empirical Study on Creating custom GPTs in Qualitative Research Method education

Qian Huang, Thijs Willems

专题命中 规划推理 ：planning(abstract)；分类 cs.AI

Comments 20 pages

VLA-Touch: Enhancing Vision-Language-Action Models with Dual-Level Tactile Feedback

Jianxin Bi, Kevin Yuchen Ma, Ce Hao, Mike Zheng Shou, Harold Soh

专题命中 规划推理 ：planning(abstract)；分类 cs.LG

Comments 19 pages, 5 figures

Decentralized Modeling of Vehicular Maneuvers and Interactions at Urban Junctions

Saeed Rahmani, Simeon C. Calvert, Bart van Arem

机构 * Delft University of Technology（代尔夫特理工大学） 纠错

专题命中 规划推理 ：planning(abstract)

Comments Manuscript under review

AU-LLM: Micro-Expression Action Unit Detection via Enhanced LLM-Based Feature Fusion

Zhishu Liu, Kaishen Yuan, Bo Zhao, Yong Xu, Zitong Yu

机构 * Great Bay University（大湾大学） ； Harbin Institute of Technology , Shenzhen（哈尔滨工业大学（深圳）） 纠错

专题命中 视觉空间推理 ：reasoning(abstract)

BANG: Dividing 3D Assets via Generative Exploded Dynamics

Longwen Zhang, Qixuan Zhang, Haoran Jiang, Yinuo Bai, Wei Yang, Lan Xu, Jingyi Yu

专题命中 视觉空间推理 ：reasoning(abstract)

Comments Homepage: https://sites.google.com/view/bang7355608

DreamScene: 3D Gaussian-based End-to-end Text-to-3D Scene Generation

Haoran Li, Yuli Tian, Kun Lan, Yong Liao, Lin Wang, Pan Hui, Peng Yuan Zhou

机构 * University of Science and Technology of China（中国科学技术大学） ； Nanyang Technological University（南洋理工大学） ； Hong Kong University of Science and Technology（香港科学理工大学） ； University of Helsinki（赫尔辛基大学） ； Aarhus University（奥胡斯大学） 纠错

专题命中 视觉空间推理 ：planning(abstract)

Comments Extended version of ECCV 2024 paper "DreamScene"

Advancing Compositional LLM Reasoning with Structured Task Relations in Interactive Multimodal Communications

Xinye Cao, Hongcan Guo, Guoshun Nan, Jiaoyang Cui, Haoting Qian, Yihan Lin, Yilin Peng, Diyang Zhang, Yanzhao Hou, Huici Wu, Xiaofeng Tao, Tony Q. S. Quek

专题命中 复杂问题求解 ：reasoning(title)；planning(abstract)；分类 cs.AI、cs.LG

Comments Accepted by IEEE JSAC. This work has been submitted to the IEEE for possible publication

ArtSeek: Deep artwork understanding via multimodal in-context reasoning and late interaction retrieval

Nicola Fanelli, Gennaro Vessio, Giovanna Castellano

机构 * Department of Computer Science University of Bari Aldo Moro（计算机科学系巴里大学Aldo Moro） 纠错

专题命中 复杂问题求解 ：reasoning(title,abstract)

DeSTA2: Developing Instruction-Following Speech Language Model Without Speech Instruction-Tuning Data

Ke-Han Lu, Zhehuai Chen, Szu-Wei Fu, Chao-Han Huck Yang, Jagadeesh Balam, Boris Ginsburg, Yu-Chiang Frank Wang, Hung-yi Lee

机构 * Graduate Institute of Communication Engineering, National Taiwan University（台湾大学通信工程研究所） ； NVIDIA（英伟达） 纠错

专题命中 复杂问题求解 ：reasoning(abstract)；chain-of-thought(abstract)；分类 cs.CL

Comments Accepted by ICASSP 2025

EDGE-GRPO: Entropy-Driven GRPO with Guided Error Correction for Advantage Diversity

Xingjian Zhang, Siwei Wen, Wenjun Wu, Lei Huang

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.AI

MMAT-1M: A Large Reasoning Dataset for Multimodal Agent Tuning

Tianhong Gao, Yannian Fu, Weiqun Wu, Haixiao Yue, Shanshan Liu, Gang Zhang

机构 * Baidu Inc.（百度公司） 纠错

专题命中 推理评测 ：reasoning(title,abstract)；chain-of-thought(abstract)；CoT(abstract)

Which LLMs Get the Joke? Probing Non-STEM Reasoning Abilities with HumorBench

Reuben Narad, Siddharth Suresh, Jiayi Chen, Pine S. L. Dysart-Bricken, Bob Mankoff, Robert Nowak, Jifan Zhang, Lalit Jain

机构 * University of Washington（华盛顿大学） ； University of Wisconsin-Madison（威斯康星大学麦迪逊分校） ； Air Mail and Cartoon Collections（航空邮报与漫画收藏） 纠错

专题命中 推理评测 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

Reasoning Language Models for Root Cause Analysis in 5G Wireless Networks

Mohamed Sana, Nicola Piovesan, Antonio De Domenico, Yibin Kang, Haozhe Zhang, Merouane Debbah, Fadhel Ayed

机构 * Huawei, France（华为，法国） 纠错

专题命中 推理评测 ：reasoning(title,abstract)；分类 cs.AI