大模型推理能力

Detecting and Characterizing Planning in Language Models

Jatin Nainani, Sankaran Vaidyanathan, Connor Watts, Andre N. Assis, Alice Rigg

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

Comments 9 pages, 4 figures

LARC: Towards Human-level Constrained Retrosynthesis Planning through an Agentic Framework

Frazier N. Baker, Daniel Adu-Ampratwum, Reza Averly, Botao Yu, Huan Sun, Xia Ning

机构 * Department of Computer Science and Engineering, 2 Division of Medicinal Chemistry & Pharmacognosy, 3 Department of Biomedical Informatics, 4 Translational Data Analytics Institute（1 计算机科学与工程系，2 药物化学与药理学系，3 生物医学信息学系，4 转化数据分析研究所） 纠错

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

Comments 24 pages, 5 figures

Tool-Planner: Task Planning with Clusters across Multiple Tools

Yanming Liu, Xinyue Peng, Jiannan Cao, Yuwei Zhang, Xuhong Zhang, Sheng Cheng, Xun Wang, Jianwei Yin, Tianyu Du

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

Comments ICLR 2025 Camera Ready version

TT-XAI: Trustworthy Clinical Text Explanations via Keyword Distillation and LLM Reasoning

Kristian Miok, Blaz Škrlj, Daniela Zaharie, Marko Robnik Šikonja

机构 * Faculty of Computer and Information Science, University of Ljubljana, Slovenia（卢布尔雅那大学计算机与信息科学学院） ； ICAM - Advanced Environmental Research Institute, West University of Timisoara, Romania（蒂米șoara西大学先进环境研究所） ； Department of Computer Science, West University of Timisoara, Romania（蒂米șoa拉西大学计算机科学系） 纠错

专题命中 规划推理 ：reasoning(title,abstract)；chain-of-thought(abstract)；分类 cs.CL、cs.LG

Code-as-Symbolic-Planner: Foundation Model-Based Robot Planning via Symbolic Code Generation

Yongchao Chen, Yilun Hao, Yang Zhang, Chuchu Fan

机构 * Massachusetts Institute of Technology（麻省理工学院） ； Harvard University（哈佛大学） ； MIT-IBM Watson AI Lab（MIT-IBM沃森人工智能实验室） 纠错

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

Comments 7 pages, 7 figures, 3 tables

Journal ref 2025 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS'2025)

MPCC: A Novel Benchmark for Multimodal Planning with Complex Constraints in Multimodal Large Language Models

Yiyan Ji, Haoran Chen, Qiguang Chen, Chengyue Wu, Libo Qin, Wanxiang Che

机构 * Harbin Institute of Technology（哈尔滨工业大学） ； The University of Hong Kong（香港大学） ； Central South University（中南大学） 纠错

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

Comments Accepted to ACM Multimedia 2025

Text-to-SPARQL Goes Beyond English: Multilingual Question Answering Over Knowledge Graphs through Human-Inspired Reasoning

Aleksandr Perevalov, Andreas Both

机构 * WSE Research Group, Leipzig University of Applied Sciences（莱比锡应用科学大学WSE研究组） ； DICE Research Group, University of Paderborn（波德恩堡大学DICE研究组） 纠错

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

Comments During the final evaluation on the DBpedia- and Corporate-based KGQA benchmarks within the Text2SPARQL challenge 2025, our approach took first place among the other participants

eSapiens's DEREK Module: Deep Extraction & Reasoning Engine for Knowledge with LLMs

Isaac Shi, Zeyuan Li, Fan Liu, Wenli Wang, Lewei He, Yang Yang, Tianyu Shi

机构 * eSapiens Team（eSapiens 团队） 纠错

专题命中 规划推理 ：reasoning(title,abstract)；verifier(abstract)；分类 cs.CL、cs.AI

Comments 8 pages;1 figure;5 tables

Planning Anything with Rigor: General-Purpose Zero-Shot Planning with LLM-based Formalized Programming

Yilun Hao, Yang Zhang, Chuchu Fan

机构 * MIT（麻省理工学院） ； MIT-IBM Watson AI Lab（麻省理工-IBM沃森人工智能实验室） 纠错

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

Comments 57 pages, 25 figures, 15 tables

VLAD: A VLM-Augmented Autonomous Driving Framework with Hierarchical Planning and Interpretable Decision Process

Cristian Gariboldi, Hayato Tokida, Ken Kinjo, Yuki Asada, Alexander Carballo

机构 * Gifu University（福井大学） ； DENSO CORPORATION（Denso公司） 纠错

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

Comments 2025 IEEE 28th International Conference on Intelligent Transportation Systems (ITSC)

Enhancing Large Language Models through Structured Reasoning

Yubo Dong, Hehe Fan

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

Comments Preprint. Under review

Comment on The Illusion of Thinking: Understanding the Strengths and Limitations of Reasoning Models via the Lens of Problem Complexity

A. Lawsen

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

Comments Comment on: arXiv:2506.06941 Latest version removes Claude as a co-author, in line with arXiv policies, it also corrects mistakes in sections 4 and 6 of the original submission, as well as several typographical errors

Knowledge Graph Fusion with Large Language Models for Accurate, Explainable Manufacturing Process Planning

Danny Hoang, David Gorsich, Matthew P. Castanier, Farhad Imani

机构 * School of Mechanical, Aerospace, and Manufacturing Engineering University of Connecticut Storrs, Connecticut, USA（机械、航空航天与制造工程学院 美国康涅狄格大学 斯托尔斯分校） ； The United States Army Combat Capabilities Development Command Ground Vehicle Systems Center Warren, Michigan, USA（美国陆军作战能力发展司令部地面车辆系统中心 华伦，密歇根州，美国） 纠错

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

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search

Maohao Shen, Guangtao Zeng, Zhenting Qi, Zhang-Wei Hong, Zhenfang Chen, Wei Lu, Gregory Wornell, Subhro Das, David Cox, Chuang Gan

机构 * MIT（麻省理工学院） ； Singapore University of Technology（新加坡科技设计大学） ； MIT-IBM Watson AI Lab, IBM Research（麻省理工-IBM沃森人工智能实验室，IBM研究院） 纠错

专题命中 规划推理 ：reasoning(title,abstract)；verifier(abstract)；分类 cs.CL、cs.AI

Can LLMs Generate Good Stories? Insights and Challenges from a Narrative Planning Perspective

Yi Wang, Max Kreminski

机构 * Autodesk Research（Autodesk研究院） 纠错

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

Comments In 2025 IEEE Conference on Games (CoG)

Reasoning Language Models: A Blueprint

Maciej Besta, Julia Barth, Eric Schreiber, Ales Kubicek, Afonso Catarino, Robert Gerstenberger, Piotr Nyczyk, Patrick Iff, Yueling Li, Sam Houliston, Tomasz Sternal, Marcin Copik, Grzegorz Kwaśniewski, Jürgen Müller, Łukasz Flis, Hannes Eberhard, Zixuan Chen, Hubert Niewiadomski, Torsten Hoefler

机构 * ETH Zurich（苏黎世联邦理工学院） ； Cledar（Cledar公司） ； BASF SE（巴斯夫股份有限公司） ； Cyfronet AGH（AGH计算机科学学院） 纠错

专题命中 规划推理 ：reasoning(title,abstract)；test-time compute(abstract)；分类 cs.CL、cs.AI

Socratic-MCTS: Test-Time Visual Reasoning by Asking the Right Questions

David Acuna, Ximing Lu, Jaehun Jung, Hyunwoo Kim, Amlan Kar, Sanja Fidler, Yejin Choi

机构 * NVIDIA ； University of Washington（华盛顿大学） ； University of Toronto（多伦多大学） 纠错

专题命中 规划推理 ：reasoning(title,abstract)；chain-of-thought(abstract)；分类 cs.CL、cs.AI

From Debate to Equilibrium: Belief-Driven Multi-Agent LLM Reasoning via Bayesian Nash Equilibrium

Xie Yi, Zhanke Zhou, Chentao Cao, Qiyu Niu, Tongliang Liu, Bo Han

机构 * Academy for Engineering and Technology, Fudan University（复旦大学工程与技术学院） ； TMLR Group, Department of Computer Science, Hong Kong Baptist University（香港 Baptist 大学计算机科学系 TMLR 组） ； Sydney AI Center, The University of Sydney（悉尼大学悉尼人工智能中心） 纠错

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

Comments Accepted by ICML 2025

Overclocking LLM Reasoning: Monitoring and Controlling Thinking Path Lengths in LLMs

Roy Eisenstadt, Itamar Zimerman, Lior Wolf

机构 * Tel-Aviv University（特拉维夫大学） ； IBM Research（IBM研究院） 纠错

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

WorkForceAgent-R1: Incentivizing Reasoning Capability in LLM-based Web Agents via Reinforcement Learning

Yuchen Zhuang, Di Jin, Jiaao Chen, Wenqi Shi, Hanrui Wang, Chao Zhang

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

Comments Work in Progress

SIGMA: Refining Large Language Model Reasoning via Sibling-Guided Monte Carlo Augmentation

Yanwei Ren, Haotian Zhang, Fuxiang Wu, Jiayan Qiu, Jiaxing Huang, Baosheng Yu, Liu Liu

专题命中 规划推理 ：reasoning(title,abstract)；chain-of-thought(abstract)；分类 cs.AI、cs.LG

Decoupling Reasoning and Knowledge Injection for In-Context Knowledge Editing

Changyue Wang, Weihang Su, Qingyao Ai, Yujia Zhou, Yiqun Liu

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

Using Reasoning Models to Generate Search Heuristics that Solve Open Instances of Combinatorial Design Problems

Christopher D. Rosin

专题命中 规划推理 ：reasoning(title,abstract)；verifier(abstract)；分类 cs.CL、cs.AI

Comments arXiv admin note: text overlap with arXiv:2501.17725

Efficiently Scaling LLM Reasoning with Certaindex

Yichao Fu, Junda Chen, Siqi Zhu, Zheyu Fu, Zhongdongming Dai, Yonghao Zhuang, Yian Ma, Aurick Qiao, Tajana Rosing, Ion Stoica, Hao Zhang

机构 * UCSD（加州大学圣迭戈分校） ； Tsinghua University（清华大学） ； Carnegie Mellon University（卡内基梅隆大学） ； Snowflake（Snowflake公司） ； UC Berkeley（加州大学伯克利分校） 纠错

专题命中 规划推理 ：reasoning(title,abstract)；chain-of-thought(abstract)；分类 cs.CL、cs.LG

Knowledge Integration Strategies in Autonomous Vehicle Prediction and Planning: A Comprehensive Survey

Kumar Manas, Adrian Paschke

机构 * Freie Universität Berlin（柏林自由大学） ； Continental Automotive Technologies GmbH（大陆汽车技术有限公司） ； Fraunhofer FOKUS Berlin（弗劳恩霍夫研究所柏林） 纠错

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

Comments Accepted for publication in Proceedings of the IEEE Intelligent Vehicles Symposium (IV), Cluj-Napoca - Romania, 22-25 June 2025

Automating the Generation of Prompts for LLM-based Action Choice in PDDL Planning

Katharina Stein, Daniel Fišer, Jörg Hoffmann, Alexander Koller

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

Comments Extended version of the paper from the ICAPS'25 proceedings (same main part + additional appendix)

GraphicBench: A Planning Benchmark for Graphic Design with Language Agents

Dayeon Ki, Tianyi Zhou, Marine Carpuat, Gang Wu, Puneet Mathur, Viswanathan Swaminathan

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

Comments 41 pages, 11 figures

LLM-A*: Large Language Model Enhanced Incremental Heuristic Search on Path Planning

Silin Meng, Yiwei Wang, Cheng-Fu Yang, Nanyun Peng, Kai-Wei Chang

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

Comments Findings of the Association for Computational Linguistics: EMNLP 2024

MoReVQA: Exploring Modular Reasoning Models for Video Question Answering

Juhong Min, Shyamal Buch, Arsha Nagrani, Minsu Cho, Cordelia Schmid

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

Comments CVPR 2024; updated NExT-GQA results in Appendix

TwoStep: Multi-agent Task Planning using Classical Planners and Large Language Models

David Bai, Ishika Singh, David Traum, Jesse Thomason

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

Comments 14 pages