大模型推理能力

Quantization Hurts Reasoning? An Empirical Study on Quantized Reasoning Models

Ruikang Liu, Yuxuan Sun, Manyi Zhang, Haoli Bai, Xianzhi Yu, Tiezheng Yu, Chun Yuan, Lu Hou

机构 * Shenzhen International Graduate School, Tsinghua University（清华大学深圳国际研究生院） ； Huawei Noah’s Ark Lab（华为诺亚实验室） 纠错

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

Comments COLM 2025

Can Large Models Teach Student Models to Solve Mathematical Problems Like Human Beings? A Reasoning Distillation Method via Multi-LoRA Interaction

Xinhe Li, Jiajun Liu, Peng Wang

机构 * School of Computer Science and Engineering, Southeast University（东南大学计算机科学与工程学院） ； Key Laboratory of New Generation Artificial Intelligence Technology and Its Interdisciplinary Applications (Southeast University), Ministry of Education（新一代人工智能技术及其交叉应用重点实验室（东南大学），教育部） 纠错

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

Comments Accepted by IJCAI2025

Promoting Efficient Reasoning with Verifiable Stepwise Reward

Chuhuai Yue, Chengqi Dong, Yinan Gao, Hang He, Jiajun Chai, Guojun Yin, Wei Lin

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

Reinforcement Learning with Rubric Anchors

Zenan Huang, Yihong Zhuang, Guoshan Lu, Zeyu Qin, Haokai Xu, Tianyu Zhao, Ru Peng, Jiaqi Hu, Zhanming Shen, Xiaomeng Hu, Xijun Gu, Peiyi Tu, Jiaxin Liu, Wenyu Chen, Yuzhuo Fu, Zhiting Fan, Yanmei Gu, Yuanyuan Wang, Zhengkai Yang, Jianguo Li, Junbo Zhao

机构 * Inclusion AI ； Ant Group（蚂蚁集团） ； Zhejiang University（浙江大学） 纠错

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

Comments technical report

Regress, Don't Guess -- A Regression-like Loss on Number Tokens for Language Models

Jonas Zausinger, Lars Pennig, Anamarija Kozina, Sean Sdahl, Julian Sikora, Adrian Dendorfer, Timofey Kuznetsov, Mohamad Hagog, Nina Wiedemann, Kacper Chlodny, Vincent Limbach, Anna Ketteler, Thorben Prein, Vishwa Mohan Singh, Michael Morris Danziger, Jannis Born

机构 * Technical University of Munich（慕尼黑技术大学） ； Munich Center for Machine Learning (MCML)（慕尼黑机器学习中心（MCML）） ； IBM Research Europe（IBM欧洲研究院） ； ETH Zurich（苏黎世联邦理工学院） 纠错

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

Comments ICML 2025

G$^2$RPO-A: Guided Group Relative Policy Optimization with Adaptive Guidance

Yongxin Guo, Wenbo Deng, Zhenglin Cheng, Xiaoying Tang

机构 * School of Science and Engineering, The Chinese University of Hong Kong, Shenzhen, Guangdong（科学与工程学院，香港中文大学（深圳）） ； Alibaba Group（阿里巴巴集团） ； School of Engineering, Westlake University（工程学院，西湖大学） 纠错

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

Wisdom of the Crowd: Reinforcement Learning from Coevolutionary Collective Feedback

Wenzhen Yuan, Shengji Tang, Weihao Lin, Jiacheng Ruan, Ganqu Cui, Bo Zhang, Tao Chen, Ting Liu, Yuzhuo Fu, Peng Ye, Lei Bai

机构 * Shanghai AI Lab（上海AI实验室） 纠错

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

Categorical Construction of Logically Verifiable Neural Architectures

Logan Nye

机构 * Carnegie Mellon University School of Computer Science（卡内基梅隆大学计算机科学学院） 纠错

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

fCrit: A Visual Explanation System for Furniture Design Creative Support

Vuong Nguyen, Gabriel Vigliensoni

机构 * Concordia University（康科德大学） 纠错

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

Comments In Proceedings of Explainable AI for the Arts Workshop 2025 (XAIxArts 2025) arXiv:2406.14485

Advancing AI-Scientist Understanding: Multi-Agent LLMs with Interpretable Physics Reasoning

Yinggan Xu, Hana Kimlee, Yijia Xiao, Di Luo

机构 * NSF Center for Quantum Network（NSF量子网络中心） ； University of California, Los Angeles（加州大学洛杉矶分校） 纠错

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

Comments ICML 2025 Workshop on MAS

Reinforced Context Order Recovery for Adaptive Reasoning and Planning

Long Ma, Fangwei Zhong, Yizhou Wang

机构 * Peking University（北京大学） ； Beijing Normal University（北京师范大学） 纠错

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

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

ExploreVLM: Closed-Loop Robot Exploration Task Planning with Vision-Language Models

Zhichen Lou, Kechun Xu, Zhongxiang Zhou, Rong Xiong

机构 * State Key Laboratory of Industrial Control Technology（工业控制技术国家重点实验室） ； Institute of Cyber-Systems and Control（网络系统与控制研究所） ； Zhejiang University（浙江大学） ； Zhejiang Humanoid Robot Innovation Center Co., Ltd.（浙江人形机器人创新中心有限公司） 纠错

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

Analyzing Information Sharing and Coordination in Multi-Agent Planning

Tianyue Ou, Saujas Vaduguru, Daniel Fried

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

GTool: Graph Enhanced Tool Planning with Large Language Model

Wenjie Chen, Wenbin Li, Di Yao, Xuying Meng, Chang Gong, Jingping Bi

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

Comments 16 pages, 9 figures

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 规划推理 ：reasoning(title,abstract)；分类 cs.AI

Leveraging LLMs for Mission Planning in Precision Agriculture

Marcos Abel Zuzuárregui, Stefano Carpin

机构 * Department of Computer Science and Engineering, University of California, Merced（计算机科学与工程系，加州大学梅尔德分校） 纠错

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

Comments Published in Proceedings of 2025 International Conference on Robotics and Automation (ICRA)

Journal ref IEEE International Conference on Robotics and Automation (ICRA), pages 7146-7152, 2025

Latent Plan Transformer for Trajectory Abstraction: Planning as Latent Space Inference

Deqian Kong, Dehong Xu, Minglu Zhao, Bo Pang, Jianwen Xie, Andrew Lizarraga, Yuhao Huang, Sirui Xie, Ying Nian Wu

机构 * Department of Statistics and Data Science, UCLA（统计与数据科学系， UCLA） ； Salesforce Research（Salesforce 研究） ； Akool Research（Akool 研究） ； Xi’an Jiaotong University（西安交通大学） ； Department of Computer Science, UCLA（计算机科学系， UCLA） 纠错

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

AgentCDM: Enhancing Multi-Agent Collaborative Decision-Making via ACH-Inspired Structured Reasoning

Xuyang Zhao, Shiwan Zhao, Hualong Yu, Liting Zhang, Qicheng Li

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

LLM-Guided Planning and Summary-Based Scientific Text Simplification: DS@GT at CLEF 2025 SimpleText

Krishna Chaitanya Marturi, Heba H. Elwazzan

机构 * Georgia Institute of Technology（佐治亚理工学院） 纠错

专题命中 规划推理 ：planning(title)；分类 cs.CL

Comments Text Simplification, hallucination detection, LLMs, CLEF 2025, SimpleText, CEUR-WS

Generalizable LLM Learning of Graph Synthetic Data with Post-training Alignment

Yizhuo Zhang, Heng Wang, Shangbin Feng, Zhaoxuan Tan, Xinyun Liu, Yulia Tsvetkov

机构 * University of Washington（华盛顿大学） ； Xi’an Jiaotong University（西安交通大学） ； University of Notre Dame（圣母大学） ； Google（谷歌） 纠错

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

Comments 8 pages, 1 figures, 2 tables. Experimental code and results are publicly available at https://anonymous.4open.science/r/Graph_RL-BF08/readme.md

A Comprehensive Review of AI Agents: Transforming Possibilities in Technology and Beyond

Xiaodong Qu, Andrews Damoah, Joshua Sherwood, Peiyan Liu, Christian Shun Jin, Lulu Chen, Minjie Shen, Nawwaf Aleisa, Zeyuan Hou, Chenyu Zhang, Lifu Gao, Yanshu Li, Qikai Yang, Qun Wang, Cristabelle De Souza

机构 * University of Maryland, College Park（马里兰大学学院公园分校） ； University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） ； Brown University（布朗大学） ； San Francisco State University（旧金山州立大学） ； Stanford University（斯坦福大学） 纠错

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

ViLaD: A Large Vision Language Diffusion Framework for End-to-End Autonomous Driving

Can Cui, Yupeng Zhou, Juntong Peng, Sung-Yeon Park, Zichong Yang, Prashanth Sankaranarayanan, Jiaru Zhang, Ruqi Zhang, Ziran Wang

机构 * College of Engineering, Purdue University（普渡大学工程学院） 纠错

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

LMAD: Integrated End-to-End Vision-Language Model for Explainable Autonomous Driving

Nan Song, Bozhou Zhang, Xiatian Zhu, Jiankang Deng, Li Zhang

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

Comments 7 pages, 4 figures,

J6: Jacobian-Driven Role Attribution for Multi-Objective Prompt Optimization in LLMs

Yao Wu

机构 * School of Engineering（工程学院） ； Westlake University（西湖大学） 纠错

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

Comments 9 pages, 3 tables, 1 algorithm

From Shadows to Safety: Occlusion Tracking and Risk Mitigation for Urban Autonomous Driving

Korbinian Moller, Luis Schwarzmeier, Johannes Betz

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

Comments 8 Pages. Submitted to the IEEE Intelligent Vehicles Symposium (IV 2025), Romania

Exploring Autonomous Agents: A Closer Look at Why They Fail When Completing Tasks

Ruofan Lu, Yichen Li, Yintong Huo

机构 * Singapore Management University（新加坡国立管理大学） 纠错

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

Comments Accepted by ASE 2025 NIER

Co-Writing with AI, on Human Terms: Aligning Research with User Demands Across the Writing Process

Mohi Reza, Jeb Thomas-Mitchell, Peter Dushniku, Nathan Laundry, Joseph Jay Williams, Anastasia Kuzminykh

机构 * University of Toronto（多伦多大学） 纠错

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

Journal ref PACMHCI (CSCW 2025)

Evaluating the Quality of Open Building Datasets for Mapping Urban Inequality: A Comparative Analysis Across 5 Cities

Franz Okyere, Meng Lu, Ansgar Brunn

专题命中 规划推理 ：planning(abstract)

Comments 25 pages, 4 pages

Deep Research: A Survey of Autonomous Research Agents

Wenlin Zhang, Xiaopeng Li, Yingyi Zhang, Pengyue Jia, Yichao Wang, Huifeng Guo, Yong Liu, Xiangyu Zhao

专题命中 规划推理 ：planning(abstract)