大模型推理能力

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

MR$^2$-Bench: Going Beyond Matching to Reasoning in Multimodal Retrieval

Junjie Zhou, Ze Liu, Lei Xiong, Jin-Ge Yao, Yueze Wang, Shitao Xiao, Fenfen Lin, Miguel Hu Chen, Zhicheng Dou, Siqi Bao, Defu Lian, Yongping Xiong, Zheng Liu

专题命中 推理评测 ：reasoning(title,abstract)

Seeing Before Reasoning: A Unified Framework for Generalizable and Explainable Fake Image Detection

Kaiqing Lin, Zhiyuan Yan, Ruoxin Chen, Junyan Ye, Ke-Yue Zhang, Yue Zhou, Peng Jin, Bin Li, Taiping Yao, Shouhong Ding

机构 * Guangdong Provincial Key Laboratory of Intelligent Information Processing, Shenzhen Key Laboratory of Media Security, and SZU-AFS Joint Innovation Center for AI Technology（广东省智能信息处理重点实验室、深圳媒体安全重点实验室及深圳大学-AFS联合人工智能技术创新中心） ； Tencent Youtu Lab（腾讯优图实验室） ； Peking University（北京大学） ； Sun Yat-Sen University（中山大学） 纠错

专题命中 推理评测 ：reasoning(title,abstract)

AudSemThinker: Enhancing Audio-Language Models through Reasoning over Semantics of Sound

Gijs Wijngaard, Elia Formisano, Michele Esposito, Michel Dumontier

机构 * Maastricht University（马斯特里赫特大学） 纠错

专题命中 推理评测 ：reasoning(title,abstract)

Comments Accepted at NeurIPS 2025

Mechanisms of Matter: Language Inferential Benchmark on Physicochemical Hypothesis in Materials Synthesis

Yingming Pu, Tao Lin, Hongyu Chen

机构 * Westlake University（西湖大学） 纠错

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

Mind the Gap: A Review of Arabic Post-Training Datasets and Their Limitations

Mohammed Alkhowaiter, Norah Alshahrani, Saied Alshahrani, Reem I. Masoud, Alaa Alzahrani, Deema Alnuhait, Emad A. Alghamdi, Khalid Almubarak

机构 * Refine AI ； ASAS AI ； University of Bisha（比沙大学） ； University College London（伦敦大学学院） ； King Salman Global Academy for Arabic（萨勒曼全球阿拉伯学院） ； University of Illinois at Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） ； King Abdulaziz University（阿卜杜勒阿齐兹大学） ； HUMAIN 纠错

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

OntoAligner Meets Knowledge Graph Embedding Aligners

Hamed Babaei Giglou, Jennifer D'Souza, Sören Auer, Mahsa Sanaei

机构 * TIB -- Leibniz Information Centre for Science and Technology（莱比锡信息科学与技术研究中心） ； University of Tabriz（塔布里兹大学） 纠错

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

Comments 10 pages of main content, 3 page references, 3 figures. Accepted to Ontology Matching Workshop at ISWC

RoBiologyDataChoiceQA: A Romanian Dataset for improving Biology understanding of Large Language Models

Dragos-Dumitru Ghinea, Adela-Nicoleta Corbeanu, Adrian-Marius Dumitran

机构 * University of Bucharest（布加勒斯特大学） 纠错

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

PALADIN: Self-Correcting Language Model Agents to Cure Tool-Failure Cases

Sri Vatsa Vuddanti, Aarav Shah, Satwik Kumar Chittiprolu, Tony Song, Sunishchal Dev, Kevin Zhu, Maheep Chaudhary

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

Q-Mirror: Unlocking the Multi-Modal Potential of Scientific Text-Only QA Pairs

Junying Wang, Zicheng Zhang, Ye Shen, Yalun Wu, Yingji Liang, Yijin Guo, Farong Wen, Wenzhe Li, Xuezhi Zhao, Qi Jia, Guangtao Zhai

机构 * Fudan University（复旦大学） ； Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） ； 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.CL、cs.AI

Comments 25 pages

Efficient Temporal Tokenization for Mobility Prediction with Large Language Models

Haoyu He, Haozheng Luo, Yan Chen, Qi R. Wang

机构 * Northeastern University, Boston, MA（东北大学） ； Northwestern University, Evanston, IL（西北大学） 纠错

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

Journal ref Proceedings of the 3rd Workshop on Efficient Systems for Foundation Models (ES-FoMo III) at ICML 2025

ViewSpatial-Bench: Evaluating Multi-perspective Spatial Localization in Vision-Language Models

Dingming Li, Hongxing Li, Zixuan Wang, Yuchen Yan, Hang Zhang, Siqi Chen, Guiyang Hou, Shengpei Jiang, Wenqi Zhang, Yongliang Shen, Weiming Lu, Yueting Zhuang

机构 * Zhejiang University（浙江大学） ； University of Electronic Science and Technology of China（电子科技大学） ； The Chinese University of Hong Kong（香港中文大学） 纠错

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

Comments Project: https://zju-real.github.io/ViewSpatial-Page/

An Experimental Study on Generating Plausible Textual Explanations for Video Summarization

Thomas Eleftheriadis, Evlampios Apostolidis, Vasileios Mezaris

机构 * IEEE CBMI 2025 纠错

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

Comments IEEE CBMI 2025. This is the authors' accepted version. The final publication is available at https://ieeexplore.ieee.org/

Blueprint-Bench: Comparing spatial intelligence of LLMs, agents and image models

Lukas Petersson, Axel Backlund, Axel Wennstöm, Hanna Petersson, Callum Sharrock, Arash Dabiri

机构 * Andon Labs（安登实验室） 纠错

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

Comments 9 pages, 8 figures, submitted for ICLR 2026

HumanVideo-MME: Benchmarking MLLMs for Human-Centric Video Understanding

Yuxuan Cai, Jiangning Zhang, Zhenye Gan, Qingdong He, Xiaobin Hu, Junwei Zhu, Yabiao Wang, Chengjie Wang, Zhucun Xue, Chaoyou Fu, Xinwei He, Xiang Bai

机构 * Fantasyele 纠错

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

Comments Under review

DGM4+: Dataset Extension for Global Scene Inconsistency

Gagandeep Singh, Samudi Amarsinghe, Priyanka Singh, Xue Li

专题命中 推理评测 ：reasoning(abstract)

Comments 8 pages, 3 figures

DescribeEarth: Describe Anything for Remote Sensing Images

Kaiyu Li, Zixuan Jiang, Xiangyong Cao, Jiayu Wang, Yuchen Xiao, Deyu Meng, Zhi Wang

机构 * School of Software Engineering, Xi’an Jiaotong University（西安交通大学软件工程学院） ； College of Artificial Intelligence, Xi’an Jiaotong University（西安交通大学人工智能学院） ； School of Computer Science and Technology and Ministry of Education Key Lab For Intelligent Networks and Network Security, Xi’an Jiaotong University（西安交通大学计算机科学与技术学院和教育部智能网络与网络安全重点实验室） ； School of Mathematics and Statistics and Ministry of Education Key Lab of Intelligent Networks and Network Security, Xi’an Jiaotong University（西安交通大学数学与统计学院和教育部智能网络与网络安全重点实验室） ； Pazhou Laboratory (Huangpu), Guangzhou, Guangdong, China（琶洲实验室（黄埔），广州，广东，中国） 纠错

专题命中 推理评测 ：planning(abstract)