大模型推理能力

Aryabhata: An exam-focused language model for JEE Math

Ritvik Rastogi, Sachin Dharashivkar, Sandeep Varma

机构 * PhysicsWallah（物理墙） 纠错

专题命中 数学推理 ：reasoning(abstract)；chain-of-thought(abstract)；CoT(abstract)；math reasoning(abstract)

StepFun-Prover Preview: Let's Think and Verify Step by Step

Shijie Shang, Ruosi Wan, Yue Peng, Yutong Wu, Xiong-hui Chen, Jie Yan, Xiangyu Zhang

机构 * StepFun ； University of Chinese Academy of Sciences（中国科学院大学） 纠错

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

Comments Added links to GitHub and Hugging Face

Reasoning About Knowledge on Regular Expressions is 2EXPTIME-complete

Avijeet Ghosh, Sujata Ghosh, François Schwarzentruber

机构 * Chennai Mathematical Institute Chennai, India（钦奈数学研究所（钦奈，印度）） ； Indian Statistical Institute Chennai, India（印度统计研究所（钦奈，印度）） ； ENS De Lyon France（里昂高等师范学院（法国）） 纠错

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

Comments Accepted in KR 25

System 2 Reasoning for Human-AI Alignment: Generality and Adaptivity via ARC-AGI

Sejin Kim, Sundong Kim

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

TEN: Table Explicitization, Neurosymbolically

Nikita Mehrotra, Aayush Kumar, Sumit Gulwani, Arjun Radhakrishna, Ashish Tiwari

专题命中 逻辑推理 ：chain-of-thought(abstract)；分类 cs.CL、cs.AI

BigCharts-R1: Enhanced Chart Reasoning with Visual Reinforcement Finetuning

Ahmed Masry, Abhay Puri, Masoud Hashemi, Juan A. Rodriguez, Megh Thakkar, Khyati Mahajan, Vikas Yadav, Sathwik Tejaswi Madhusudhan, Alexandre Piché, Dzmitry Bahdanau, Christopher Pal, David Vazquez, Enamul Hoque, Perouz Taslakian, Sai Rajeswar, Spandana Gella

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

ParallelSearch: Train your LLMs to Decompose Query and Search Sub-queries in Parallel with Reinforcement Learning

Shu Zhao, Tan Yu, Anbang Xu, Japinder Singh, Aaditya Shukla, Rama Akkiraju

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

ParkDiffusion: Heterogeneous Multi-Agent Multi-Modal Trajectory Prediction for Automated Parking using Diffusion Models

Jiarong Wei, Niclas Vödisch, Anna Rehr, Christian Feist, Abhinav Valada

机构 * Department of Computer Science, University of Freiburg（弗赖堡大学计算机科学系） ； CARIAD SE（CARIAD公司） 纠错

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

Comments IROS 2025 Camera-Ready Version

Edge General Intelligence Through World Models and Agentic AI: Fundamentals, Solutions, and Challenges

Changyuan Zhao, Guangyuan Liu, Ruichen Zhang, Yinqiu Liu, Jiacheng Wang, Jiawen Kang, Dusit Niyato, Zan Li, Xuemin, Shen, Zhu Han, Sumei Sun, Chau Yuen, Dong In Kim

机构 * College of Computing and Data Science, Nanyang Technological University（南洋理工大学计算与数据科学学院） ； School of Automation, Guangdong University of Technology（广东工业大学自动化学院） ； State Key Laboratory of Integrated Services Networks, Xidian University（西安电子科技大学集成服务网络国家重点实验室） ； Department of Electrical and Computer Engineering, University of Waterloo（滑铁卢大学电气与计算机工程系） ； Department of Computer Science and Engineering, Kyung Hee University（韩国庆熙大学计算机科学与工程系） ； Institute for Infocomm Research, Agency for Science, Technology and Research（科技研究局信息通信研究所） ； Department of Electrical and Computer Engineering, Sungkyunkwan University（庆熙大学电气与计算机工程系） 纠错

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

Comments 21 pages. 9 figures

MetaFold: Language-Guided Multi-Category Garment Folding Framework via Trajectory Generation and Foundation Model

Haonan Chen, Junxiao Li, Ruihai Wu, Yiwei Liu, Yiwen Hou, Zhixuan Xu, Jingxiang Guo, Chongkai Gao, Zhenyu Wei, Shensi Xu, Jiaqi Huang, Lin Shao

机构 * School of Computing, National University of Singapore（新加坡国立大学计算机学院） ； NUS Guangzhou Research Translation and Innovation Institute（新加坡国立大学广州翻译与创新研究院） ； School of Computer Science, Nanjing University（南京大学计算机学院） ； School of Computer Science, Peking University（北京大学计算机学院） ； School of Electronic Information and Electrical Engineering, Shanghai Jiao Tong University（上海交通大学电子信息与电气工程学院） 纠错

专题命中 规划推理 ：planning(abstract)

Multimodal LLM-based Query Paraphrasing for Video Search

Jiaxin Wu, Chong-Wah Ngo, Wing-Kwong Chan, Sheng-Hua Zhong, Xiong-Yong Wei, Qing Li

专题命中 规划推理 ：reasoning(abstract)

See the Forest and the Trees: A Synergistic Reasoning Framework for Knowledge-Based Visual Question Answering

Junjie Wang, Yunhan Tang, Yijie Wang, Zhihao Yuan, Huan Wang, Yangfan He, Bin Li

专题命中 视觉空间推理 ：reasoning(title,abstract)

Comments We are withdrawing this preprint because it is undergoing a major revision and restructuring. We feel that the current version does not convey our core contributions and methodology with sufficient clarity and accuracy

DAgger Diffusion Navigation: DAgger Boosted Diffusion Policy for Vision-Language Navigation

Haoxiang Shi, Xiang Deng, Zaijing Li, Gongwei Chen, Yaowei Wang, Liqiang Nie

专题命中 视觉空间推理 ：reasoning(abstract)；planning(abstract)

HERMES: A Unified Self-Driving World Model for Simultaneous 3D Scene Understanding and Generation

Xin Zhou, Dingkang Liang, Sifan Tu, Xiwu Chen, Yikang Ding, Dingyuan Zhang, Feiyang Tan, Hengshuang Zhao, Xiang Bai

机构 * Huazhong University of Science and Technology（华中科技大学） ； MEGVII Technology（梅格维七科技） ； Mach Drive（马奇驱动） ； The University of Hong Kong（香港大学） 纠错

专题命中 视觉空间推理 ：reasoning(abstract)

Comments Accepted by ICCV 2025. The code is available at https://github.com/LMD0311/HERMES

Sample More to Think Less: Group Filtered Policy Optimization for Concise Reasoning

Vaishnavi Shrivastava, Ahmed Awadallah, Vidhisha Balachandran, Shivam Garg, Harkirat Behl, Dimitris Papailiopoulos

专题命中 测试时计算 ：reasoning(title,abstract)；test-time compute(abstract)；分类 cs.CL、cs.LG

Noise Hypernetworks: Amortizing Test-Time Compute in Diffusion Models

Luca Eyring, Shyamgopal Karthik, Alexey Dosovitskiy, Nataniel Ruiz, Zeynep Akata

机构 * Technical University of Munich（慕尼黑技术大学） ； Munich Center of Machine Learning（慕尼黑机器学习中心） ； Helmholtz Munich（海德堡-慕尼黑 Helmholtz 中心） ； University of Tübingen（图宾根大学） ； Inceptive（Inceptive 公司） ； Google（谷歌公司） 纠错

专题命中 测试时计算 ：test-time compute(title)；reasoning(abstract)；分类 cs.LG

Comments Project page: https://noisehypernetworks.github.io/

Efficient Inference for Large Reasoning Models: A Survey

Yue Liu, Jiaying Wu, Yufei He, Ruihan Gong, Jun Xia, Liang Li, Hongcheng Gao, Hongyu Chen, Baolong Bi, Jiaheng Zhang, Zhiqi Huang, Bryan Hooi, Stan Z. Li, Keqin Li

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

Integrating Visual Interpretation and Linguistic Reasoning for Math Problem Solving

Zixian Guo, Ming Liu, Qilong Wang, Zhilong Ji, Jinfeng Bai, Lei Zhang, Wangmeng Zuo

机构 * Harbin Institute of Technology（哈尔滨理工大学） ； The Hong Kong Polytechnic University（香港理工大学） ； Tianjin University（天津大学） ； Tomorrow Advancing Life（明天进步生命） ； Pazhou Lab, Guangzhou（广州琶洲实验室） 纠错

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

Comments ICCV2025

MoSE: Skill-by-Skill Mixture-of-Experts Learning for Embodied Autonomous Machines

Lu Xu, Jiaqian Yu, Xiongfeng Peng, Yiwei Chen, Weiming Li, Jaewook Yoo, Sunghyun Chunag, Dongwook Lee, Daehyun Ji, Chao Zhang

机构 * Advanced Research Lab, Samsung Research China-Beijing（三星研究院中国北京先进研究实验室） ； Manufacturing/Material Handling AI Lab (DS AI Center)（制造/物料处理AI实验室（DS AI中心）） 纠错

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

Adoption of Explainable Natural Language Processing: Perspectives from Industry and Academia on Practices and Challenges

Mahdi Dhaini, Tobias Müller, Roksoliana Rabets, Gjergji Kasneci

机构 * Mahdi Dhaini（独立研究者） ； Tobias Müller（独立研究者） ； Roksoliana Rabets（独立研究者） ； Gjergji Kasneci（独立研究者） 纠错

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

Comments Accepted to AAAI/ACM Conference on AI, Ethics, and Society (AIES 2025)

RAGulating Compliance: A Multi-Agent Knowledge Graph for Regulatory QA

Bhavik Agarwal, Hemant Sunil Jomraj, Simone Kaplunov, Jack Krolick, Viktoria Rojkova

机构 * MasterControl AI Research（MasterControl AI研究院） 纠错

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

Towards Effective MLLM Jailbreaking Through Balanced On-Topicness and OOD-Intensity

Zuoou Li, Weitong Zhang, Jingyuan Wang, Shuyuan Zhang, Wenjia Bai, Bernhard Kainz, Mengyun Qiao

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

Capabilities of GPT-5 on Multimodal Medical Reasoning

Shansong Wang, Mingzhe Hu, Qiang Li, Mojtaba Safari, Xiaofeng Yang

机构 * Department of Radiation Oncology, Winship Cancer Institute, Emory University School of Medicine（放射肿瘤科、Winship癌症研究所、埃默里大学医学院） 纠错

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

Comments Corrected some typos

GridRoute: A Benchmark for LLM-Based Route Planning with Cardinal Movement in Grid Environments

Kechen Li, Yaotian Tao, Ximing Wen, Quanwei Sun, Zifei Gong, Chang Xu, Xizhe Zhang, Tianbo Ji

机构 * School of Transportation and Civil Engineering, Nantong University, China（南京理工大学交通与土木工程学院） ； HongKong Linchance Intelligent Technology Co., Ltd. (LinChance), China（香港林 chance 智能科技有限公司） ； College of Computing and Informatics, Drexel University, USA（德雷塞尔大学计算机与信息学院） ； University of New South Wales, Australia（新南威尔士大学） 纠错

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

Comments 8 pages

InfoCausalQA:Can Models Perform Non-explicit Causal Reasoning Based on Infographic?

Keummin Ka, Junhyeong Park, Jaehyun Jeon, Youngjae Yu

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

Comments 14 pages, 9 figures

AI-Slop to AI-Polish? Aligning Language Models through Edit-Based Writing Rewards and Test-time Computation

Tuhin Chakrabarty, Philippe Laban, Chien-Sheng Wu

机构 * Salesforce AI Research（Salesforce人工智能研究） ； Microsoft Research（微软研究院） 纠错

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

Comments Under Submission

EmoVoice: LLM-based Emotional Text-To-Speech Model with Freestyle Text Prompting

Guanrou Yang, Chen Yang, Qian Chen, Ziyang Ma, Wenxi Chen, Wen Wang, Tianrui Wang, Yifan Yang, Zhikang Niu, Wenrui Liu, Fan Yu, Zhihao Du, Zhifu Gao, ShiLiang Zhang, Xie Chen

机构 * Shanghai Jiao Tong University（上海交通大学） ； Tongyi Speech Lab（通义语音实验室） ； Tianjin University（天津大学） ； Zhejiang University（浙江大学） ； Shanghai Jiao Tong University, Shanghai Innovation Institute（上海交通大学上海创新研究院） 纠错

专题命中 推理评测 ：chain-of-thought(abstract)；CoT(abstract)；分类 cs.CL、cs.AI

Comments Accepted at ACMMM 2025

APIO: Automatic Prompt Induction and Optimization for Grammatical Error Correction and Text Simplification

Artem Chernodub, Aman Saini, Yejin Huh, Vivek Kulkarni, Vipul Raheja

机构 * Grammarly 纠错

专题命中 推理评测 ：chain-of-thought(abstract)；分类 cs.CL、cs.AI

Comments Accepted for publication at Recent Advances in Natural Language Processing conference (RANLP 2025)

A Rolling Stone Gathers No Moss: Adaptive Policy Optimization for Stable Self-Evaluation in Large Multimodal Models

Wenkai Wang, Hongcan Guo, Zheqi Lv, Shengyu Zhang

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

Comments 17 pages, 9 figures

AMRG: Extend Vision Language Models for Automatic Mammography Report Generation

Nak-Jun Sung, Donghyun Lee, Bo Hwa Choi, Chae Jung Park

机构 * Research Institute, National Cancer Center Korea（韩国国家癌症中心研究所） ； Department of Radiology, National Cancer Center Korea（韩国国家癌症中心放射科） 纠错

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