大模型推理能力

DBAIOps: A Reasoning LLM-Enhanced Database Operation and Maintenance System using Knowledge Graphs

Wei Zhou, Peng Sun, Xuanhe Zhou, Qianglei Zang, Ji Xu, Tieying Zhang, Guoliang Li, Fan Wu

机构 * Shanghai Jiao Tong University（上海交通大学） ； Baisheng (Shenzhen) Technology Co., Ltd.（柏盛（深圳）科技有限公司） ； Tsinghua University（清华大学） 纠错

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

Comments DBAIOps supports 25 database systems and has been deployed in 20 real-world scenarios, covering domains like finance, energy, and healthcare. See website at: https://www.dbaiops.com; See code at: https://github.com/weAIDB/DBAIOps/

SpeechR: A Benchmark for Speech Reasoning in Large Audio-Language Models

Wanqi Yang, Yanda Li, Yunchao Wei, Meng Fang, Ling Chen

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

VRBench: A Benchmark for Multi-Step Reasoning in Long Narrative Videos

Jiashuo Yu, Yue Wu, Meng Chu, Zhifei Ren, Zizheng Huang, Pei Chu, Ruijie Zhang, Yinan He, Qirui Li, Songze Li, Zhenxiang Li, Zhongying Tu, Conghui He, Yu Qiao, Yali Wang, Yi Wang, Limin Wang

机构 * Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） ； Nanjing University（南京大学） ； Shanghai Innovation Institute（上海创新研究院） ； Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences（深圳先进技术研究所，中国科学院） 纠错

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

Comments ICCV2025

IMoRe: Implicit Program-Guided Reasoning for Human Motion Q&A

Chen Li, Chinthani Sugandhika, Yeo Keat Ee, Eric Peh, Hao Zhang, Hong Yang, Deepu Rajan, Basura Fernando

机构 * Institute of High-Performance Computing, Agency for Science, Technology and Research, Singapore（高性能计算研究所，科技研究局，新加坡） ； Centre for Frontier AI Research, Agency for Science, Technology and Research, Singapore（前沿人工智能研究中心，科技研究局，新加坡） ； College of Computing and Data Science, Nanyang Technological University, Singapore（计算与数据科学学院，南洋理工大学，新加坡） 纠错

专题命中 推理评测 ：reasoning(title,abstract)

Comments *Equal contribution. Accepted by the International Conference on Computer Vision (ICCV 2025)

TMIQ: Quantifying Test and Measurement Domain Intelligence in Large Language Models

Emmanuel A. Olowe, Danial Chitnis

机构 * School of Engineering The University of Edinburgh Edinburgh, UK（工程学院 伦敦大学爱丁堡分校 英国） 纠错

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

Comments accepted in IEEE I2MTC 2025

Journal ref 2025 IEEE International Instrumentation and Measurement Technology Conference (I2MTC)

Not All Tokens Are What You Need In Thinking

Hang Yuan, Bin Yu, Haotian Li, Shijun Yang, Christina Dan Wang, Zhou Yu, Xueyin Xu, Weizhen Qi, Kai Chen

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

Comments 11 pages, 7 figures and 3 tables

Diagnostic Accuracy of Open-Source Vision-Language Models on Diverse Medical Imaging Tasks

Gustav Müller-Franzes, Debora Jutz, Jakob Nikolas Kather, Christiane Kuhl, Sven Nebelung, Daniel Truhn

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

Libra: Leveraging Temporal Images for Biomedical Radiology Analysis

Xi Zhang, Zaiqiao Meng, Jake Lever, Edmond S. L. Ho

机构 * Information Retrieval Group（信息检索组） ； AI4BioMed Lab（AI4BioMed实验室） ； School of Computing Science（计算科学学院） ； University of Glasgow（格拉斯哥大学） 纠错

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

Comments 30 pages, 5 figures, Adding Appendix

Journal ref Association for Computational Linguistics, 2025

λ: A Benchmark for Data-Efficiency in Long-Horizon Indoor Mobile Manipulation Robotics

Ahmed Jaafar, Shreyas Sundara Raman, Sudarshan Harithas, Yichen Wei, Sofia Juliani, Anneke Wernerfelt, Benedict Quartey, Ifrah Idrees, Jason Xinyu Liu, Stefanie Tellex

机构 * Brown University（布朗大学） ； Rutgers University（罗格斯大学） ； University of Pennsylvania（宾夕法尼亚大学） 纠错

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

Comments Accepted to IROS 2025. Sudarshan Harithas and Yichen Wei contributed equally. 8 pages. 7 figures

StackTrans: From Large Language Model to Large Pushdown Automata Model

Kechi Zhang, Ge Li, Jia Li, Huangzhao Zhang, Yihong Dong, Jia Li, Jingjing Xu, Zhi Jin

机构 * Key Lab of High Confidence Software Technology (PKU), Ministry of Education（高等教育部高性能软件技术重点实验室） ； School of Computer Science, Peking University（北京大学计算机科学学院） ； College of AI, Tsinghua University（清华大学人工智能学院） ； ByteDance（字节跳动） 纠错

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

It's High Time: A Survey of Temporal Question Answering

Bhawna Piryani, Abdelrahman Abdallah, Jamshid Mozafari, Avishek Anand, Adam Jatowt

机构 * University of Innsbruck（因斯布鲁克大学） ； Delft University of Technology（代尔夫特理工大学） 纠错

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

Bayes-Entropy Collaborative Driven Agents for Research Hypotheses Generation and Optimization

Shiyang Duan, Yuan Tian, Qi Bing, Xiaowei Shao

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

Comments Corresponding author: Xiaowei Shao. 12 pages, 4 figures

SketchAgent: Generating Structured Diagrams from Hand-Drawn Sketches

Cheng Tan, Qi Chen, Jingxuan Wei, Gaowei Wu, Zhangyang Gao, Siyuan Li, Bihui Yu, Ruifeng Guo, Stan Z. Li

机构 * Westlake University（西湖大学） ； Zhejiang University（浙江大学） ； University of Chinese Academy of Sciences（中国科学院大学） 纠错

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

Comments Accepted by IJCAI 2025

Describe Anything Model for Visual Question Answering on Text-rich Images

Yen-Linh Vu, Dinh-Thang Duong, Truong-Binh Duong, Anh-Khoi Nguyen, Thanh-Huy Nguyen, Le Thien Phuc Nguyen, Jianhua Xing, Xingjian Li, Tianyang Wang, Ulas Bagci, Min Xu

机构 * AI VIETNAM Lab（AI越南实验室） ； Carnegie Mellon University（卡内基梅隆大学） ； University of Wisconsin - Madison（威斯康星大学麦迪逊分校） ； University of Pittsburgh（匹兹堡大学） ； University of Alabama at Birmingham（阿拉巴马大学伯明翰分校） ； Northwestern University（西北大学） 纠错

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

Comments 11 pages, 5 figures. Accepted to VisionDocs @ ICCV 2025

ChartEdit: How Far Are MLLMs From Automating Chart Analysis? Evaluating MLLMs' Capability via Chart Editing

Xuanle Zhao, Xuexin Liu, Haoyue Yang, Xianzhen Luo, Fanhu Zeng, Jianling Li, Qi Shi, Chi Chen

机构 * Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所） ； Harbin Institute of Technology（哈尔滨工业大学） ； Tianjin University（天津大学） ； Tsinghua University（清华大学） 纠错

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

Comments Accepted by ACL2025 Findings, camera-ready version

Advances and Challenges in Foundation Agents: From Brain-Inspired Intelligence to Evolutionary, Collaborative, and Safe Systems

Bang Liu, Xinfeng Li, Jiayi Zhang, Jinlin Wang, Tanjin He, Sirui Hong, Hongzhang Liu, Shaokun Zhang, Kaitao Song, Kunlun Zhu, Yuheng Cheng, Suyuchen Wang, Xiaoqiang Wang, Yuyu Luo, Haibo Jin, Peiyan Zhang, Ollie Liu, Jiaqi Chen, Huan Zhang, Zhaoyang Yu, Haochen Shi, Boyan Li, Dekun Wu, Fengwei Teng, Xiaojun Jia, Jiawei Xu, Jinyu Xiang, Yizhang Lin, Tianming Liu, Tongliang Liu, Yu Su, Huan Sun, Glen Berseth, Jianyun Nie, Ian Foster, Logan Ward, Qingyun Wu, Yu Gu, Mingchen Zhuge, Xinbing Liang, Xiangru Tang, Haohan Wang, Jiaxuan You, Chi Wang, Jian Pei, Qiang Yang, Xiaoliang Qi, Chenglin Wu

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

Fietje: An open, efficient LLM for Dutch

Bram Vanroy

机构 * KU Leuven（库勒芬大学） ； Dutch Language Institute（荷兰语言学院） 纠错

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

Journal ref Computational Linguistics in the Netherlands Journal,14 (2025), 473-504

CheXalign: Preference fine-tuning in chest X-ray interpretation models without human feedback

Dennis Hein, Zhihong Chen, Sophie Ostmeier, Justin Xu, Maya Varma, Eduardo Pontes Reis, Arne Edward Michalson, Christian Bluethgen, Hyun Joo Shin, Curtis Langlotz, Akshay S Chaudhari

机构 * Stanford University（斯坦福大学） ； University of Oxford（牛津大学） ； University Hospital Zurich, University of Zurich（苏黎世大学医院、苏黎世大学） ； Yongin Severance Hospital, Yonsei University（永临松医院、延世大学） 纠错

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

Comments ACL 2025

Can Tool-augmented Large Language Models be Aware of Incomplete Conditions?

Seungbin Yang, ChaeHun Park, Taehee Kim, Jaegul Choo

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

Towards Zero-Shot Terrain Traversability Estimation: Challenges and Opportunities

Ida Germann, Mark O. Mints, Peer Neubert

机构 * Intelligent Autonomous Systems Group, Institute of Computational Visualisitics, University of Koblenz（智能自主系统组，计算可视化研究所，科隆大学） 纠错

专题命中 推理评测 ：reasoning(abstract)

Comments Accepted and presented at the 1st German Robotics Conference (GRC); March 13-15, 2025, Nuremberg, Germany https://ras.papercept.net/conferences/conferences/GRC25/program/GRC25_ContentListWeb_3.html#sada_48

VLH: Vision-Language-Haptics Foundation Model

Luis Francisco Moreno Fuentes, Muhammad Haris Khan, Miguel Altamirano Cabrera, Valerii Serpiva, Dmitri Iarchuk, Yara Mahmoud, Issatay Tokmurziyev, Dzmitry Tsetserukou

机构 * Intelligent Space Robotics Laboratory（智能空间机器人实验室） ； Skolkovo Institute of Science and Technology（斯克尔科沃科学与技术研究所） 纠错

专题命中 推理评测 ：reasoning(abstract)

Weakly-Supervised Image Forgery Localization via Vision-Language Collaborative Reasoning Framework

Ziqi Sheng, Junyan Wu, Wei Lu, Jiantao Zhou

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

Small sample-based adaptive text classification through iterative and contrastive description refinement

Amrit Rajeev, Udayaadithya Avadhanam, Harshula Tulapurkar, SaiBarath Sundar

机构 * Mphasis Limited（Mphasis公司） 纠错

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

Decomposing the Entropy-Performance Exchange: The Missing Keys to Unlocking Effective Reinforcement Learning

Jia Deng, Jie Chen, Zhipeng Chen, Wayne Xin Zhao, Ji-Rong Wen

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

Comments 7 pages, 20 figures

Understanding Foundation Models: Are We Back in 1924?

Alan F. Smeaton

机构 * Dublin City University（都柏林城市大学） 纠错

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

Comments 7 pages, 4 Figures, to appear in Proceedings of the 2nd International Conference on Foundation and Large Language Models (FLLM2024) 26-29 November, 2024, Dubai, UAE

Modality Bias in LVLMs: Analyzing and Mitigating Object Hallucination via Attention Lens

Haohan Zheng, Zhenguo Zhang

专题命中 其他推理 ：reasoning(abstract)；分类 cs.CL

A Survey on AgentOps: Categorization, Challenges, and Future Directions

Zexin Wang, Jingjing Li, Quan Zhou, Haotian Si, Yuanhao Liu, Jianhui Li, Gaogang Xie, Fei Sun, Dan Pei, Changhua Pei

机构 * Computer Network Information Center, Chinese Academy of Sciences（中国科学院计算机网络信息中心） ； Hangzhou Institute for Advanced Study, University of Chinese Academy of Sciences（中国科学院大学杭州高等研究院） ； Institute of Computing Technology, Chinese Academy of Sciences（中国科学院计算技术研究所） ； Tsinghua University（清华大学） 纠错

专题命中 其他推理 ：reasoning(abstract)；分类 cs.AI

Comments 35 pages

Prompting Large Language Models with Partial Knowledge for Answering Questions with Unseen Entities

Zhichao Yan, Jiapu Wang, Jiaoyan Chen, Yanyan Wang, Hongye Tan, Jiye Liang, Xiaoli Li, Ru Li, Jeff Z. Pan

机构 * School of Computer and Information Technology, Shanxi University（山西大学计算机与信息学院） ； Beijing University of Technology（北京理工大学） ； Department of Computer Science, University of Manchester（曼彻斯特大学计算机科学系） ； Singapore University of Technology and Design（新加坡科技与设计大学） ； ILCC, School of Informatics, University of Edinburgh（爱丁堡大学信息学院ILCC） 纠错

专题命中 其他推理 ：reasoning(abstract)；分类 cs.CL

What to Keep and What to Drop: Adaptive Table Filtering Framework

WonJune Jang

机构 * Department of Mathematics（数学系） 纠错

专题命中 其他推理 ：reasoning(abstract)；分类 cs.CL

Comments 26 pages, 9 figures

Exploring Agentic Artificial Intelligence Systems: Towards a Typological Framework

Christopher Wissuchek, Patrick Zschech

专题命中 其他推理 ：reasoning(abstract)；分类 cs.AI

Comments Preprint accepted for archival and presentation at the Pacific-Asia Conference on Information Systems (PACIS) 2025, Kuala Lumpur, Malaysia