大模型推理能力

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 数学推理 ：reasoning(title,abstract)；math reasoning(title)；分类 cs.CL

fLSA: Learning Semantic Structures in Document Collections Using Foundation Models

Weijia Xu, Nebojsa Jojic, Nicolas Le Roux

机构 * Microsoft Research Redmond（微软研究院雷德蒙德） 纠错

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

Comments EMNLP 2025 Camera Ready

Understanding Tool-Integrated Reasoning

Heng Lin, Zhongwen Xu

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

Requirements Development and Formalization for Reliable Code Generation: A Multi-Agent Vision

Xu Lu, Weisong Sun, Yiran Zhang, Ming Hu, Cong Tian, Zhi Jin, Yang Liu

专题命中 代码与定理证明 ：reasoning(abstract)

Interpretable by AI Mother Tongue: Native Symbolic Reasoning in Neural Models

Hung Ming Liu

机构 * PARRAWA AI 纠错

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

Comments 25 pages, 9 figures. The AI Intuition Explorer dashboard is available at: https://cyrilliu1974.github.io/github.io/vi.html

Can Structured Templates Facilitate LLMs in Tackling Harder Tasks? : An Exploration of Scaling Laws by Difficulty

Zhichao Yang, Zhaoxin Fan, Gen Li, Yuanze Hu, Xinyu Wang, Ye Qiu, Xin Wang, Yifan Sun, Wenjun Wu

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

Comments 9 pages

PKG-DPO: Optimizing Domain-Specific AI systems with Physics Knowledge Graphs and Direct Preference Optimization

Nitin Nagesh Kulkarni, Bryson Wilcox, Max Sawa, Jason Thom

机构 * Advanced Engineering and Technology（先进工程与技术） 纠错

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

Reasoning LLMs in the Medical Domain: A Literature Survey

Armin Berger, Sarthak Khanna, David Berghaus, Rafet Sifa

机构 * Fraunhofer IAIS - Department of Media Engineering（弗劳恩霍夫研究所媒体工程部门） ； University of Bonn - Department of Computer Science（波恩大学计算机科学系） ； West-AI - Federal Ministry of Education and Research（西德人工智能 - 教育与研究部） 纠错

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

STARec: An Efficient Agent Framework for Recommender Systems via Autonomous Deliberate Reasoning

Chenghao Wu, Ruiyang Ren, Junjie Zhang, Ruirui Wang, Zhongrui Ma, Qi Ye, Wayne Xin Zhao

机构 * Gaoling School of Artificial Intelligence, Renmin University of China（中国人民大学人工智能学院） ； Poisson Lab, Huawei（华为Poison实验室） 纠错

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

Journal ref Proceedings of the 34th ACM International Conference on Information and Knowledge Management (CIKM 2025)

HiPlan: Hierarchical Planning for LLM-Based Agents with Adaptive Global-Local Guidance

Ziyue Li, Yuan Chang, Gaihong Yu, Xiaoqiu Le

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

Language Models For Generalised PDDL Planning: Synthesising Sound and Programmatic Policies

Dillon Z. Chen, Johannes Zenn, Tristan Cinquin, Sheila A. McIlraith

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

Comments RLC 2025 Workshop on Programmatic Reinforcement Learning

Consensus Is All You Need: Gossip-Based Reasoning Among Large Language Models

Saksham Arora

机构 * Sunnyvale, California（加州松林市） 纠错

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

Comments 4 pages, 5 figures

DreamVLA: A Vision-Language-Action Model Dreamed with Comprehensive World Knowledge

Wenyao Zhang, Hongsi Liu, Zekun Qi, Yunnan Wang, Xinqiang Yu, Jiazhao Zhang, Runpei Dong, Jiawei He, Fan Lu, He Wang, Zhizheng Zhang, Li Yi, Wenjun Zeng, Xin Jin

机构 * SJTU（上海交通大学） ； EIT（欧洲研究所） ； THU（清华大学） ； Galbot ； PKU（北京大学） ； UIUC（伊利诺伊大学香槟分校） ； USTC（中国科学技术大学） 纠错

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

Debate-to-Detect: Reformulating Misinformation Detection as a Real-World Debate with Large Language Models

Chen Han, Wenzhen Zheng, Xijin Tang

机构 * School of Advanced Interdisciplinary Sciences, University of Chinese Academy of Sciences（中国科学院大学先进交叉学科学院） ； State Key Laboratory of Mathematical Sciences, Academy of Mathematics and Systems Science, Chinese Academy of Sciences（中国科学院数学与系统科学研究院） 纠错

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

Comments This paper has been accepted to EMNLP 2025 (Main Conference)

Working My Way Back to You: Resource-Centric Next-Activity Prediction

Kelly Kurowski, Xixi Lu, Hajo A Reijers

机构 * Utrecht University（乌得勒支大学） 纠错

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

CausalMACE: Causality Empowered Multi-Agents in Minecraft Cooperative Tasks

Qi Chai, Zhang Zheng, Junlong Ren, Deheng Ye, Zichuan Lin, Hao Wang

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

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

Cohort-Aware Agents for Individualized Lung Cancer Risk Prediction Using a Retrieval-Augmented Model Selection Framework

Chongyu Qu, Allen J. Luna, Thomas Z. Li, Junchao Zhu, Junlin Guo, Juming Xiong, Kim L. Sandler, Bennett A. Landman, Yuankai Huo

机构 * Vanderbilt University（范德堡大学） ； Vanderbilt University Medical Center（范德堡大学医学中心） 纠错

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

Structured Agentic Workflows for Financial Time-Series Modeling with LLMs and Reflective Feedback

Yihao Ang, Yifan Bao, Lei Jiang, Jiajie Tao, Anthony K. H. Tung, Lukasz Szpruch, Hao Ni

机构 * National University of Singapore（新加坡国立大学） ； University College London（伦敦大学学院） ； University of Edinburgh（爱丁堡大学） 纠错

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

Enhancing Multi-Robot Semantic Navigation Through Multimodal Chain-of-Thought Score Collaboration

Zhixuan Shen, Haonan Luo, Kexun Chen, Fengmao Lv, Tianrui Li

机构 * Zhixuan Shen, Haonan Luo, Kexun Chen, Fengmao Lv, Tianrui Li（作者） 纠错

专题命中 视觉空间推理 ：chain-of-thought(title,abstract)；planning(abstract)

Comments 16 pages, 10 figures, Extended Version of accepted AAAI 2025 Paper

MM-R1: Unleashing the Power of Unified Multimodal Large Language Models for Personalized Image Generation

Qian Liang, Yujia Wu, Kuncheng Li, Jiwei Wei, Shiyuan He, Jinyu Guo, Ning Xie

专题命中 视觉空间推理 ：reasoning(abstract)；chain-of-thought(abstract)；CoT(abstract)

Language-Specific Layer Matters: Efficient Multilingual Enhancement for Large Vision-Language Models

Yuchun Fan, Yilin Wang, Yongyu Mu, Lei Huang, Bei Li, Xiaocheng Feng, Tong Xiao, Jingbo Zhu

专题命中 视觉空间推理 ：reasoning(abstract)；分类 cs.CL

Comments Accepted by EMNLP 2025 findings

Reflection-Enhanced Meta-Optimization Integrating TextGrad-style Prompt Optimization with Memory-Driven Self-Evolution

Chunlong Wu, Zhibo Qu

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

A Concurrent Modular Agent: Framework for Autonomous LLM Agents

Norihiro Maruyama, Takahide Yoshida, Hiroki Sato, Atsushi Masumori, Johnsmith, Takashi Ikegami

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

PE-MA: Parameter-Efficient Co-Evolution of Multi-Agent Systems

Yingfan Deng, Anhao Zhou, Yuan Yuan, Xiao Zhang, Yifei Zou, Dongxiao Yu

专题命中 复杂问题求解 ：reasoning(abstract)

Comments 5 pages,Latex;references added

Utilizing Training Data to Improve LLM Reasoning for Tabular Understanding

Chufan Gao, Jintai Chen, Jimeng Sun

机构 * University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） ； The Hong Kong University of Science and Technology（香港科学与技术大学） 纠错

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

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 推理评测 ：reasoning(title,abstract)；planning(abstract)；分类 cs.AI

Jigsaw-Puzzles: From Seeing to Understanding to Reasoning in Vision-Language Models

Zesen Lyu, Dandan Zhang, Wei Ye, Fangdi Li, Zhihang Jiang, Yao Yang

机构 * Hangzhou Institute for Advanced Study, UCAS（杭州高等研究 institute，UCAS） ； Zhejiang Lab（浙江实验室） ； Zhejiang University（浙江大学） 纠错

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

Comments Accepted by EMNLP 2025 Main conference

Mind the (Language) Gap: Towards Probing Numerical and Cross-Lingual Limits of LVLMs

Somraj Gautam, Abhirama Subramanyam Penamakuri, Abhishek Bhandari, Gaurav Harit

机构 * Indian Institute of Technology Jodhpur（印度理工学院朱罗普尔） 纠错

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

VERIRL: Boosting the LLM-based Verilog Code Generation via Reinforcement Learning

Fu Teng, Miao Pan, Xuhong Zhang, Zhezhi He, Yiyao Yang, Xinyi Chai, Mengnan Qi, Liqiang Lu, Jianwei Yin

机构 * Zhejiang University（浙江大学） ； Shanghai Jiao Tong University（上海交通大学） 纠错

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

Knowing or Guessing? Robust Medical Visual Question Answering via Joint Consistency and Contrastive Learning

Songtao Jiang, Yuxi Chen, Sibo Song, Yan Zhang, Yeying Jin, Yang Feng, Jian Wu, Zuozhu Liu

机构 * Zhejiang University, Zhejiang, China（浙江大学） ； Alibaba Group, Zhejiang, China（阿里巴巴集团） ； Angelalign Technology Inc., Shanghai, China（Angelalign技术有限公司） ； ChohoTech Inc., Hangzhou, China（楚合科技有限公司） ； Zhejiang Key Laboratory of Medical Imaging Artificial Intelligence, Zhejiang, China（浙江省医学影像人工智能重点实验室） 纠错

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