大模型推理能力

StructVRM: Aligning Multimodal Reasoning with Structured and Verifiable Reward Models

Xiangxiang Zhang, Jingxuan Wei, Donghong Zhong, Qi Chen, Caijun Jia, Cheng Tan, Jinming Gu, Xiaobo Qin, Zhiping Liu, Liang Hu, Tong Sun, Yuchen Wu, Zewei Sun, Chenwei Lou, Hua Zheng, Tianyang Zhan, Changbao Wang, Shuangzhi Wu, Zefa Lin, Chang Guo, Sihang Yuan, Riwei Chen, Shixiong Zhao, Yingping Zhang, Gaowei Wu, Bihui Yu, Jiahui Wu, Zhehui Zhao, Qianqian Liu, Ruofeng Tang, Xingyue Huang, Bing Zhao, Mengyang Zhang, Youqiang Zhou

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

GM-PRM: A Generative Multimodal Process Reward Model for Multimodal Mathematical Reasoning

Jianghangfan Zhang, Yibo Yan, Kening Zheng, Xin Zou, Song Dai, Xuming Hu

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

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 数学推理 ：reasoning(abstract)；chain-of-thought(abstract)；CoT(abstract)；分类 cs.LG

Comments 20 pages

BloomWise: Enhancing Problem-Solving capabilities of Large Language Models using Bloom's-Taxonomy-Inspired Prompts

Maria-Eleni Zoumpoulidi, Georgios Paraskevopoulos, Alexandros Potamianos

机构 * Speech and Language Processing Group, National Technical University of Athens（国家技术大学雅典语音与语言处理组） ； Institute for Language and Speech Processing, Athena Research Center（雅典研究中心语言与语音处理研究所） ； National Technical University of Athens（国家技术大学雅典） 纠错

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

Comments 16 pages, 2 figures

A Novel Architecture for Symbolic Reasoning with Decision Trees and LLM Agents

Andrew Kiruluta

机构 * Andrew Kiruluta（独立研究者） 纠错

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

Generative AI for Object-Oriented Programming: Writing the Right Code and Reasoning the Right Logic

Gang Xu, Airong Wang, Yushan Pan

专题命中 逻辑推理 ：reasoning(title,abstract)；logical reasoning(abstract)

Explainable Recommendation with Simulated Human Feedback

Jiakai Tang, Jingsen Zhang, Zihang Tian, Xueyang Feng, Lei Wang, Xu Chen

机构 * Gaoling School of Artificial Intelligence, Renmin University of China（中国人民大学agate人工智能学院） 纠错

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

Journal ref ACM Transactions on Information Systems, Vol. 1, No. 1, Article 1 (January 2025)

Extracting Visual Plans from Unlabeled Videos via Symbolic Guidance

Wenyan Yang, Ahmet Tikna, Yi Zhao, Yuying Zhang, Luigi Palopoli, Marco Roveri, Joni Pajarinen

机构 * Department of Electrical Engineering and Automation, Aalto University（艾尔沃斯大学电气工程与自动化系） ； Department of Engineering and Computer Science, University of Trento（特伦托大学工程与计算机科学系） 纠错

专题命中 逻辑推理 ：reasoning(abstract)；planning(abstract)

The World According to LLMs: How Geographic Origin Influences LLMs' Entity Deduction Capabilities

Harsh Nishant Lalai, Raj Sanjay Shah, Jiaxin Pei, Sashank Varma, Yi-Chia Wang, Ali Emami

机构 * BITS, Pilani（比哈尔理工学院） ； Georgia Institute of Technology（佐治亚理工学院） ； Stanford University（斯坦福大学） ； Emory University（埃默里大学） 纠错

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

Comments Conference on Language Modeling 2025

DOTS: Learning to Reason Dynamically in LLMs via Optimal Reasoning Trajectories Search

Murong Yue, Wenlin Yao, Haitao Mi, Dian Yu, Ziyu Yao, Dong Yu

机构 * George Mason University（乔治·马歇尔大学） ； Tencent AI Lab（腾讯AI实验室） 纠错

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

Comments Accepted to ICLR 2025

Incident Response Planning Using a Lightweight Large Language Model with Reduced Hallucination

Kim Hammar, Tansu Alpcan, Emil C. Lupu

机构 * Department of Electrical and Electronic Engineering, University of Melbourne, Australia（墨尔本大学电子与电气工程系） ； Department of Computing, Imperial College London, United Kingdom（伦敦帝国理工学院计算机系） 纠错

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

Cognitive Duality for Adaptive Web Agents

Jiarun Liu, Chunhong Zhang, Zheng Hu

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

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

Can Language Models Critique Themselves? Investigating Self-Feedback for Retrieval Augmented Generation at BioASQ 2025

Samy Ateia, Udo Kruschwitz

机构 * Information Science, University of Regensburg, Universitätsstraße 31, 93053, Regensburg, Germany（信息科学，莱茵河畔雷根斯堡大学） 纠错

专题命中 规划推理 ：reasoning(abstract)；self-correction(abstract)；分类 cs.CL

Comments Version as accepted at the BioASQ Lab at CLEF 2025

INTENTION: Inferring Tendencies of Humanoid Robot Motion Through Interactive Intuition and Grounded VLM

Jin Wang, Weijie Wang, Boyuan Deng, Heng Zhang, Rui Dai, Nikos Tsagarakis

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

Comments Project Web: https://robo-intention.github.io

PhysPatch: A Physically Realizable and Transferable Adversarial Patch Attack for Multimodal Large Language Models-based Autonomous Driving Systems

Qi Guo, Xiaojun Jia, Shanmin Pang, Simeng Qin, Lin Wang, Ju Jia, Yang Liu, Qing Guo

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

EnergyPatchTST: Multi-scale Time Series Transformers with Uncertainty Estimation for Energy Forecasting

Wei Li, Zixin Wang, Qizheng Sun, Qixiang Gao, Fenglei Yang

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

Comments Accepted for publication at the International Conference on Intelligent Computing (ICIC 2025). 12 pages. The final authenticated version is published in the Lecture Notes in Computer Science (LNCS) series, vol 15860, and is available online. This is the author's version of the work submitted for peer review

Journal ref Advanced Intelligent Computing Technology and Applications. ICIC 2025. Lecture Notes in Computer Science, vol 15860. Springer, Singapore

Sequence Aware SAC Control for Engine Fuel Consumption Optimization in Electrified Powertrain

Wafeeq Jaleel, Md Ragib Rownak, Athar Hanif, Sidra Ghayour Bhatti, Qadeer Ahmed

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

SafeWork-R1: Coevolving Safety and Intelligence under the AI-45$^{\circ}$ Law

Shanghai AI Lab, :, Yicheng Bao, Guanxu Chen, Mingkang Chen, Yunhao Chen, Chiyu Chen, Lingjie Chen, Sirui Chen, Xinquan Chen, Jie Cheng, Yu Cheng, Dengke Deng, Yizhuo Ding, Dan Ding, Xiaoshan Ding, Yi Ding, Zhichen Dong, Lingxiao Du, Yuyu Fan, Xinshun Feng, Yanwei Fu, Yuxuan Gao, Ruijun Ge, Tianle Gu, Lujun Gui, Jiaxuan Guo, Qianxi He, Yuenan Hou, Xuhao Hu, Hong Huang, Kaichen Huang, Shiyang Huang, Yuxian Jiang, Shanzhe Lei, Jie Li, Lijun Li, Hao Li, Juncheng Li, Xiangtian Li, Yafu Li, Lingyu Li, Xueyan Li, Haotian Liang, Dongrui Liu, Qihua Liu, Zhixuan Liu, Bangwei Liu, Huacan Liu, Yuexiao Liu, Zongkai Liu, Chaochao Lu, Yudong Lu, Xiaoya Lu, Zhenghao Lu, Qitan Lv, Caoyuan Ma, Jiachen Ma, Xiaoya Ma, Zhongtian Ma, Lingyu Meng, Ziqi Miao, Yazhe Niu, Yuezhang Peng, Yuan Pu, Han Qi, Chen Qian, Xingge Qiao, Jingjing Qu, Jiashu Qu, Wanying Qu, Wenwen Qu, Xiaoye Qu, Qihan Ren, Qingnan Ren, Qingyu Ren, Jing Shao, Wenqi Shao, Shuai Shao, Dongxing Shi, Xin Song, Xinhao Song, Yan Teng, Xuan Tong, Yingchun Wang, Xuhong Wang, Shujie Wang, Xin Wang, Yige Wang, Yixu Wang, Yuanfu Wang, Futing Wang, Ruofan Wang, Wenjie Wang, Yajie Wang, Muhao Wei, Xiaoyu Wen, Fenghua Weng, Yuqi Wu, Yingtong Xiong, Xingcheng Xu, Chao Yang, Yue Yang, Yang Yao, Yulei Ye, Zhenyun Yin, Yi Yu, Bo Zhang, Qiaosheng Zhang, Jinxuan Zhang, Yexin Zhang, Yinqiang Zheng, Hefeng Zhou, Zhanhui Zhou, Pengyu Zhu, Qingzi Zhu, Yubo Zhu, Bowen Zhou

机构 * Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） 纠错

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

Comments 47 pages, 18 figures, authors are listed in alphabetical order by their last names; v3 modifies minor issues

Building Effective Safety Guardrails in AI Education Tools

Hannah-Beth Clark, Laura Benton, Emma Searle, Margaux Dowland, Matthew Gregory, Will Gayne, John Roberts

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

Comments 9 pages, published in proceedings of International Conference on Artificial Intelligence in Education (AIED) 2025: Posters and Late Breaking Results, Workshops and Tutorials, Industry and Innovation Tracks, Practitioners, Doctoral Consortium, Blue Sky, and WideAIED

Journal ref Communications in Computer and Information Science (2025) vol 2590, pp. 129-136

How Effective are Large Time Series Models in Hydrology? A Study on Water Level Forecasting in Everglades

Rahuul Rangaraj, Jimeng Shi, Azam Shirali, Rajendra Paudel, Yanzhao Wu, Giri Narasimhan

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

RoboTron-Drive: All-in-One Large Multimodal Model for Autonomous Driving

Zhijian Huang, Chengjian Feng, Feng Yan, Baihui Xiao, Zequn Jie, Yujie Zhong, Xiaodan Liang, Lin Ma

机构 * Shenzhen Campus of Sun Yat-sen University（中山大学深圳校区） ； Meituan（美团） 纠错

专题命中 规划推理 ：planning(abstract)

Comments ICCV 2025

"Mango Mango, How to Let The Lettuce Dry Without A Spinner?": Exploring User Perceptions of Using An LLM-Based Conversational Assistant Toward Cooking Partner

Szeyi Chan, Jiachen Li, Bingsheng Yao, Amama Mahmood, Chien-Ming Huang, Holly Jimison, Elizabeth D Mynatt, Dakuo Wang

专题命中 规划推理 ：planning(abstract)

Comments To appear at CSCW 2025

DeepPHY: Benchmarking Agentic VLMs on Physical Reasoning

Xinrun Xu, Pi Bu, Ye Wang, Börje F. Karlsson, Ziming Wang, Tengtao Song, Qi Zhu, Jun Song, Zhiming Ding, Bo Zheng

机构 * 1 Taobao \& Tmall Group of Alibaba, 2 Institute of Software, Chinese Academy of Science, 3 University of Chinese Academy of Sciences, 4 Renmin University of China, 5 Informatics Department, PUC-Rio 纠错

专题命中 视觉空间推理 ：reasoning(title,abstract)；planning(abstract)；分类 cs.AI

Comments 48 pages

Can Large Language Models Integrate Spatial Data? Empirical Insights into Reasoning Strengths and Computational Weaknesses

Bin Han, Robert Wolfe, Anat Caspi, Bill Howe

机构 * University of Washington（华盛顿大学） 纠错

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

VLM4D: Towards Spatiotemporal Awareness in Vision Language Models

Shijie Zhou, Alexander Vilesov, Xuehai He, Ziyu Wan, Shuwang Zhang, Aditya Nagachandra, Di Chang, Dongdong Chen, Xin Eric Wang, Achuta Kadambi

机构 * UCLA（美国大学洛杉矶分校） ； Microsoft（微软公司） ； UCSC（加州大学圣塔克拉拉分校） ； USC（美国大学洛杉矶分校） 纠错

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

Comments ICCV 2025, Project Website: https://vlm4d.github.io/

Hierarchical Budget Policy Optimization for Adaptive Reasoning

Shangke Lyu, Linjuan Wu, Yuchen Yan, Xingyu Wu, Hao Li, Yongliang Shen, Peisheng Jiang, Weiming Lu, Jun Xiao, Yueting Zhuang

机构 * Zhejiang University（浙江大学） ； SF Technology（SF科技） 纠错

专题命中 测试时计算 ：reasoning(title,abstract)；chain-of-thought(abstract)；分类 cs.CL、cs.AI

Comments Code: https://github.com/zju-real/hbpo Project Page:https://zju-real.github.io/hbpo/

AbbIE: Autoregressive Block-Based Iterative Encoder for Efficient Sequence Modeling

Preslav Aleksandrov, Meghdad Kurmanji, Fernando Garcia Redondo, David O'Shea, William Shen, Alex Iacob, Lorenzo Sani, Xinchi Qiu, Nicola Cancedda, Nicholas D. Lane

机构 * University of Cambridge（剑桥大学） ； Meta 纠错

专题命中 测试时计算 ：reasoning(abstract)；分类 cs.LG

Comments 14 pages and 6 figures. Submitted to NeurIPS 2025

Distilling Reasoning Ability from Large Language Models with Adaptive Thinking

Xiaoshu Chen, Sihang Zhou, Ke Liang, Xinwang Liu

机构 * College of Computer Science and Technology, National University of Defense Technology（计算机科学与技术学院，国防科技大学） ； College of Intelligence Science and Technology, National University of Defense Technology（智能科学与技术学院，国防科技大学） 纠错

专题命中 复杂问题求解 ：reasoning(title,abstract)；CoT(abstract)；分类 cs.CL

Comments This work has been accepted by IEEE for publication. Early access in IEEE Transactions on Neural Networks and Learning Systems

Learning Only with Images: Visual Reinforcement Learning with Reasoning, Rendering, and Visual Feedback

Yang Chen, Yufan Shen, Wenxuan Huang, Sheng Zhou, Qunshu Lin, Xinyu Cai, Zhi Yu, Jiajun Bu, Botian Shi, Yu Qiao

专题命中 复杂问题求解 ：reasoning(title,abstract)；self-correction(abstract)

STEPWISE-CODEX-Bench: Evaluating Complex Multi-Function Comprehension and Fine-Grained Execution Reasoning

Kaiwen Yan, Yuhang Chang, Zirui Guo, Yaling Mou, Jiang Ming, Jingwei Sun

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