大模型推理能力

Incentivizing Reasoning for Advanced Instruction-Following of Large Language Models

Yulei Qin, Gang Li, Zongyi Li, Zihan Xu, Yuchen Shi, Zhekai Lin, Xiao Cui, Ke Li, Xing Sun

机构 * Youtu-Agent Team（YouTu-Agent团队） 纠错

专题命中 复杂问题求解 ：reasoning(title,abstract)；chain-of-thought(abstract)；CoT(abstract)；test-time compute(abstract)

Comments Accepted to NeurIPS 2025; 15 pages of main body, 5 tables, 5 figures, 42 pages of appendix

SCI-Reason: A Dataset with Chain-of-Thought Rationales for Complex Multimodal Reasoning in Academic Areas

Chenghao Ma, Haihong E., Junpeng Ding, Jun Zhang, Ziyan Ma, Huang Qing, Bofei Gao, Liang Chen, Yifan Zhu, Meina Song

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

Comments Submitted to ICCV 2025. 11 pages (including references)

AutoLabs: Cognitive Multi-Agent Systems with Self-Correction for Autonomous Chemical Experimentation

Gihan Panapitiya, Emily Saldanha, Heather Job, Olivia Hess

机构 * Pacific Northwest National Laboratory（太平洋西北国家实验室） 纠错

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

MASLegalBench: Benchmarking Multi-Agent Systems in Deductive Legal Reasoning

Huihao Jing, Wenbin Hu, Hongyu Luo, Jianhui Yang, Wei Fan, Haoran Li, Yangqiu Song

机构 * Hong Kong University of Science and Technology（香港理工大学） ； Tsinghua University（清华大学） 纠错

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

RoRecomp: Enhancing Reasoning Efficiency via Rollout Response Recomposition in Reinforcement Learning

Gang Li, Yulei Qin, Xiaoyu Tan, Dingkang Yang, Yuchen Shi, Zihan Xu, Xiang Li, Xing Sun, Ke Li

机构 * Tencent Youtu Lab（腾讯优图实验室） ； Fudan Univeristy（复旦大学） ； Nankai University（南开大学） 纠错

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

NePTune: A Neuro-Pythonic Framework for Tunable Compositional Reasoning on Vision-Language

Danial Kamali, Parisa Kordjamshidi

机构 * Michigan State University（密歇根州立大学） 纠错

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

DyFlow: Dynamic Workflow Framework for Agentic Reasoning

Yanbo Wang, Zixiang Xu, Yue Huang, Xiangqi Wang, Zirui Song, Lang Gao, Chenxi Wang, Xiangru Tang, Yue Zhao, Arman Cohan, Xiangliang Zhang, Xiuying Chen

机构 * Mohamed bin Zayed University of Artificial Intelligence（莫扎大学人工智能大学） ； University of Notre Dame（诺特大学） ； Yale University（耶鲁大学） ； University of Southern California（南加州大学） 纠错

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

PathoHR: Hierarchical Reasoning for Vision-Language Models in Pathology

Yating Huang, Ziyan Huang, Lintao Xiang, Qijun Yang, Hujun Yin

机构 * University of Manchester（曼彻斯特大学） ； South China University of Technology（华南理工大学） 纠错

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

Comments Accept by EMNLP2025

From Faithfulness to Correctness: Generative Reward Models that Think Critically

Qiyao Ma, Yunsheng Shi, Hongtao Tian, Chao Wang, Weiming Chang, Ting Yao

机构 * University of California, Davis（加州大学戴维斯分校） ； WeChat, Tencent（微信、腾讯） ； Tsinghua University（清华大学） 纠错

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

Hybrid Reward Normalization for Process-supervised Non-verifiable Agentic Tasks

Peiran Xu, Zhuohao Li, Xiaoying Xing, Guannan Zhang, Debiao Li, Kunyu Shi

机构 * Accio Team, Alibaba Group（阿里集团阿西莫团队） ； University of California, Los Angeles (UCLA)（加州大学洛杉矶分校） 纠错

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

Flash-Searcher: Fast and Effective Web Agents via DAG-Based Parallel Execution

Tianrui Qin, Qianben Chen, Sinuo Wang, He Xing, King Zhu, He Zhu, Dingfeng Shi, Xinxin Liu, Ge Zhang, Jiaheng Liu, Yuchen Eleanor Jiang, Xitong Gao, Wangchunshu Zhou

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

MaskSQL: Safeguarding Privacy for LLM-Based Text-to-SQL via Abstraction

Sepideh Abedini, Shubhankar Mohapatra, D. B. Emerson, Masoumeh Shafieinejad, Jesse C. Cresswell, Xi He

机构 * University of Waterloo（多伦多大学） ； Vector Institute（向量研究所） ； Layer 6 AI 纠错

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

Comments Accepted to the 3rd Workshop on Regulatable ML at NeurIPS 2025

Automated Model Discovery via Multi-modal & Multi-step Pipeline

Lee Jung-Mok, Nam Hyeon-Woo, Moon Ye-Bin, Junhyun Nam, Tae-Hyun Oh

机构 * Dept. of Electrical Engineering, POSTECH（POSTECH电子工程系） ； Samsung Electronics（三星电子） ； School of Computing, KAIST（KAIST计算机科学学院） 纠错

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

FinCap: Topic-Aligned Captions for Short-Form Financial YouTube Videos

Siddhant Sukhani, Yash Bhardwaj, Riya Bhadani, Veer Kejriwal, Michael Galarnyk, Sudheer Chava

机构 * Stanford University（斯坦福大学） ； Georgia Institute of Technology（佐治亚理工学院） 纠错

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

Comments ICCV Short Video Understanding Workshop Paper

Beyond Static Retrieval: Opportunities and Pitfalls of Iterative Retrieval in GraphRAG

Kai Guo, Xinnan Dai, Shenglai Zeng, Harry Shomer, Haoyu Han, Yu Wang, Jiliang Tang

机构 * Michigan State University（密歇根州立大学） ； University of Texas at Arlington（德克萨斯大学阿灵顿分校） ； University of Oregon（俄勒冈大学） 纠错

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

Where LLM Agents Fail and How They can Learn From Failures

Kunlun Zhu, Zijia Liu, Bingxuan Li, Muxin Tian, Yingxuan Yang, Jiaxun Zhang, Pengrui Han, Qipeng Xie, Fuyang Cui, Weijia Zhang, Xiaoteng Ma, Xiaodong Yu, Gowtham Ramesh, Jialian Wu, Zicheng Liu, Pan Lu, James Zou, Jiaxuan You

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

Cognifying Education: Mapping AI's transformative role in emotional, creative, and collaborative learning

Mikael Gorsky, Ilya Levin

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

Comments Presented at the 13th Higher Education Institutions Conference (HEIC) in Dubrovnik (September 2025): AI and Digital Transformation in Higher Education

GraphCogent: Mitigating LLMs' Working Memory Constraints via Multi-Agent Collaboration in Complex Graph Understanding

Rongzheng Wang, Shuang Liang, Qizhi Chen, Yihong Huang, Muquan Li, Yizhuo Ma, Dongyang Zhang, Ke Qin, Man-Fai Leung

机构 * University of Electronic Science and Technology of China（电子科技大学） ； Anglia Ruskin University（安格利亚 Ruskin 大学） 纠错

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

Query-Kontext: An Unified Multimodal Model for Image Generation and Editing

Yuxin Song, Wenkai Dong, Shizun Wang, Qi Zhang, Song Xue, Tao Yuan, Hu Yang, Haocheng Feng, Hang Zhou, Xinyan Xiao, Jingdong Wang

机构 * Baidu VIS（百度视觉） ； National University of Singapore（新加坡国立大学） 纠错

专题命中 复杂问题求解 ：reasoning(abstract)

Comments 23 pages, 10 figures

UniVid: The Open-Source Unified Video Model

Jiabin Luo, Junhui Lin, Zeyu Zhang, Biao Wu, Meng Fang, Ling Chen, Hao Tang

机构 * Peking University（北京大学） ； AI Geeks ； Australian Artificial Intelligence Institute（澳大利亚人工智能研究所） 纠错

专题命中 复杂问题求解 ：reasoning(abstract)

Automated Quality Assessment for LLM-Based Complex Qualitative Coding: A Confidence-Diversity Framework

Zhilong Zhao, Yindi Liu

专题命中 复杂问题求解 ：reasoning(abstract)

Comments 21 pages, 2 figures, 5 tables. v2: revised abstract and JCSS-aligned prose; unified table formatting and naming; clean compile

iVISPAR -- An Interactive Visual-Spatial Reasoning Benchmark for VLMs

Julius Mayer, Mohamad Ballout, Serwan Jassim, Farbod Nosrat Nezami, Elia Bruni

机构 * Institute of Cognitive Science, Osnabrück University（认知科学研究所，奥斯纳布吕克大学） 纠错

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

Point-It-Out: Benchmarking Embodied Reasoning for Vision Language Models in Multi-Stage Visual Grounding

Haotian Xue, Yunhao Ge, Yu Zeng, Zhaoshuo Li, Ming-Yu Liu, Yongxin Chen, Jiaojiao Fan

机构 * Georgia Tech（佐治亚理工学院） ； NVIDIA（英伟达） 纠错

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

Self-Rewarding Rubric-Based Reinforcement Learning for Open-Ended Reasoning

Zhiling Ye, Yun Yue, Haowen Wang, Xudong Han, Jiadi Jiang, Cheng Wei, Lei Fan, Jiaxin Liang, Shuowen Zhang, Ji Li, Chunxiao Guo, Jian Wang, Peng Wei, Jinjie Gu

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

DEBATE, TRAIN, EVOLVE: Self Evolution of Language Model Reasoning

Gaurav Srivastava, Zhenyu Bi, Meng Lu, Xuan Wang

机构 * Department of Computer Science, Virginia Tech, USA（弗吉尼亚理工大学计算机科学系） 纠错

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

Comments Accepted to EMNLP 2025 Main Conference

Towards Reasoning Ability of Small Language Models

Gaurav Srivastava, Shuxiang Cao, Xuan Wang

机构 * Department of Computer Science, Virginia Tech, USA（弗吉尼亚理工大学计算机科学系） ； Department of Physics, Clarendon Laboratory, University of Oxford, UK（牛津大学物理系，克伦德尔实验室） ； NVIDIA Corporation（英伟达公司） 纠错

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

Comments Accepted to EMNLP 2025 Main Conference

Aligning Multilingual Reasoning with Verifiable Semantics from a High-Resource Expert Model

Fahim Faisal, Kaiqiang Song, Song Wang, Simin Ma, Shujian Liu, Haoyun Deng, Sathish Reddy Indurthi

机构 * Zoom 纠错

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

AccidentBench: Benchmarking Multimodal Understanding and Reasoning in Vehicle Accidents and Beyond

Shangding Gu, Xiaohan Wang, Donghao Ying, Haoyu Zhao, Runing Yang, Ming Jin, Boyi Li, Marco Pavone, Serena Yeung-Levy, Jun Wang, Dawn Song, Costas Spanos

机构 * UC Berkeley（伯克利大学） ； Stanford（斯坦福大学） ； UCL（伦敦大学学院） ； Virginia Tech（弗吉尼亚理工学院） ； Nvidia（英伟达公司） 纠错

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

Logo-VGR: Visual Grounded Reasoning for Open-world Logo Recognition

Zichen Liang, Jingjing Fei, Jie Wang, Zheming Yang, Changqing Li, Pei Wu, Minghui Qiu, Fei Yang, Xialei Liu

机构 * VCIP, CS, Nankai University（南开大学计算机科学与技术学院） 纠错

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

Scaling RL to Long Videos

Yukang Chen, Wei Huang, Baifeng Shi, Qinghao Hu, Hanrong Ye, Ligeng Zhu, Zhijian Liu, Pavlo Molchanov, Jan Kautz, Xiaojuan Qi, Sifei Liu, Hongxu Yin, Yao Lu, Song Han

机构 * NVIDIA ； MIT（麻省理工学院） ； HKU（香港大学） ； UC Berkeley（加州大学伯克利分校） 纠错

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

Comments Accepted by NeurIPS 2025. Code at https://github.com/NVlabs/Long-RL and model at https://huggingface.co/Efficient-Large-Model/LongVILA-R1-7B