大模型推理能力

BadThink: Triggered Overthinking Attacks on Chain-of-Thought Reasoning in Large Language Models

Shuaitong Liu, Renjue Li, Lijia Yu, Lijun Zhang, Zhiming Liu, Gaojie Jin

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

Comments Accepted at AAAI 2026 (Main Track). This arXiv version corresponds to the camera-ready manuscript and includes expanded appendices. Please cite the AAAI 2026 version when available

Navigating Through Paper Flood: Advancing LLM-based Paper Evaluation through Domain-Aware Retrieval and Latent Reasoning

Wuqiang Zheng, Yiyan Xu, Xinyu Lin, Chongming Gao, Wenjie Wang, Fuli Feng

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

Comments Accepted for publication in AAAI'26

RASTeR: Robust, Agentic, and Structured Temporal Reasoning

Dan Schumacher, Fatemeh Haji, Tara Grey, Niharika Bandlamudi, Nupoor Karnik, Gagana Uday Kumar, Jason Cho-Yu Chiang, Paul Rad, Nishant Vishwamitra, Anthony Rios

机构 * University of Texas at San Antonio（德克萨斯大学圣安东尼奥分校） 纠错

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

Comments Accepted to AACL 2025

MicroVQA++: High-Quality Microscopy Reasoning Dataset with Weakly Supervised Graphs for Multimodal Large Language Model

Manyu Li, Ruian He, Chenxi Ma, Weimin Tan, Bo Yan

机构 * Fudan University（复旦大学） 纠错

专题命中 推理评测 ：reasoning(title,abstract)

Comments 11 pages, 4 figures

PustakAI: Curriculum-Aligned and Interactive Textbooks Using Large Language Models

Shivam Sharma, Riya Naik, Tejas Gawas, Heramb Patil, Kunal Korgaonkar

机构 * Department of Computer Science and Information Systems（计算机科学与信息系统系） 纠错

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

UAVBench: An Open Benchmark Dataset for Autonomous and Agentic AI UAV Systems via LLM-Generated Flight Scenarios

Mohamed Amine Ferrag, Abderrahmane Lakas, Merouane Debbah

机构 * Department of Computer and Network Engineering, College of Information Technology, United Arab Emirates University（计算机与网络工程系，信息科技学院，阿联酋大学） ； Khalifa University of Science and Technology（科技大学） 纠错

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

Comments 18 pages, 5 Figures

Q-Doc: Benchmarking Document Image Quality Assessment Capabilities in Multi-modal Large Language Models

Jiaxi Huang, Dongxu Wu, Hanwei Zhu, Lingyu Zhu, Jun Xing, Xu Wang, Baoliang Chen

机构 * South China Normal University（华南师范大学） ； Nanyang Technological University（南洋理工大学） ； City University of Hong Kong（香港城市大学） ； Shenzhen Academy of Inspection and Quarantine（深圳检验检疫局） ； Shenzhen University（深圳大学） 纠错

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

Re-FRAME the Meeting Summarization SCOPE: Fact-Based Summarization and Personalization via Questions

Frederic Kirstein, Sonu Kumar, Terry Ruas, Bela Gipp

机构 * University of Göttingen（哥廷根大学） 纠错

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

Comments Accepted at EMNLP 2025

Evaluating Large Language Models on Rare Disease Diagnosis: A Case Study using House M.D

Arsh Gupta, Ajay Narayanan Sridhar, Bonam Mingole, Amulya Yadav

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

A Multifaceted Analysis of Negative Bias in Large Language Models through the Lens of Parametric Knowledge

Jongyoon Song, Sangwon Yu, Sungroh Yoon

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

Comments Accepted to IEEE Transactions on Audio, Speech and Language Processing

Saying the Unsaid: Revealing the Hidden Language of Multimodal Systems Through Telephone Games

Juntu Zhao, Jialing Zhang, Chongxuan Li, Dequan Wang

机构 * Shanghai Jiao Tong University（上海交通大学） ； Renmin University of China（中国人民大学） 纠错

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

Comments Accepted by NeurIPS 2025 MTI-LLM Workshop

Modeling and Predicting Multi-Turn Answer Instability in Large Language Models

Jiahang He, Rishi Ramachandran, Neel Ramachandran, Aryan Katakam, Kevin Zhu, Sunishchal Dev, Ashwinee Panda, Aryan Shrivastava

机构 * Algoverse AI Research（Algoverse AI研究） 纠错

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

Grounded Visual Factualization: Factual Anchor-Based Finetuning for Enhancing MLLM Factual Consistency

Filippo Morbiato, Luca Romano, Alessandro Persona

机构 * University of Padua（帕多瓦大学） 纠错

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

Synthetic Data-Driven Prompt Tuning for Financial QA over Tables and Documents

Yaoning Yu, Kai-Min Chang, Ye Yu, Kai Wei, Haojing Luo, Haohan Wang

机构 * University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） ； University of South Florida（佛罗里达州立大学） 纠错

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

Zero-Shot Temporal Interaction Localization for Egocentric Videos

Erhang Zhang, Junyi Ma, Yin-Dong Zheng, Yixuan Zhou, Hesheng Wang

机构 * IRMV Lab, the Department of Automation, Shanghai Jiao Tong University（IRMV实验室，自动化系，上海交通大学） 纠错

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

Comments Accepted to IROS 2025

WEAVE: Unleashing and Benchmarking the In-context Interleaved Comprehension and Generation

Wei Chow, Jiachun Pan, Yongyuan Liang, Mingze Zhou, Xue Song, Liyu Jia, Saining Zhang, Siliang Tang, Juncheng Li, Fengda Zhang, Weijia Wu, Hanwang Zhang, Tat-Seng Chua

机构 * National University of Singapore（新加坡国立大学） ； Nanyang Technological University（南洋理工大学） ； University of Maryland, College Park（马里兰大学学院公园分校） ； Zhejiang University（浙江大学） 纠错

专题命中 推理评测 ：reasoning(abstract)

SEAL: Subspace-Anchored Watermarks for LLM Ownership

Yanbo Dai, Zongjie Li, Zhenlan Ji, Shuai Wang

专题命中 推理评测 ：reasoning(abstract)

DEFT-LLM: Disentangled Expert Feature Tuning for Micro-Expression Recognition

Ren Zhang, Huilai Li, Chao qi, Guoliang Xu, Tianyu Zhou, Wei wei, Jianqin Yin

机构 * College of Intelligent Engineering and Automation, Beijing University of Posts and Telecommunications（智能工程与自动化学院，北京邮电大学） 纠错

专题命中 推理评测 ：reasoning(abstract)

EIDSeg: A Pixel-Level Semantic Segmentation Dataset for Post-Earthquake Damage Assessment from Social Media Images

Huili Huang, Chengeng Liu, Danrong Zhang, Shail Patel, Anastasiya Masalava, Sagar Sadak, Parisa Babolhavaeji, WeiHong Low, Max Mahdi Roozbahani, J. David Frost

专题命中 推理评测 ：planning(abstract)

Comments Camera-Ready for AAAI-AISI26

DENTEX: Dental Enumeration and Tooth Pathosis Detection Benchmark for Panoramic X-ray

Ibrahim Ethem Hamamci, Sezgin Er, Omer Faruk Durugol, Gulsade Rabia Cakmak, Ezequiel de la Rosa, Enis Simsar, Atif Emre Yuksel, Sadullah Gultekin, Serife Damla Ozdemir, Kaiyuan Yang, Mehmet Berke Isler, Mustafa Salih Gucez, Shenxiao Mei, Chenglong Ma, Feihong Shen, Kaidi Shen, Huikai Wu, Han Wu, Lanzhuju Mei, Zhiming Cui, Niels van Nistelrooij, Khalid El Ghoul, Steven Kempers, Tong Xi, Shankeeth Vinayahalingam, Kyoungyeon Choi, Jaewon Shin, Eunyi Lyou, Lanshan He, Yusheng Liu, Lisheng Wang, Tudor Dascalu, Shaqayeq Ramezanzade, Azam Bakhshandeh, Lars Bjørndal, Bulat Ibragimov, Hongwei Bran Li, Sarthak Pati, Bernd Stadlinger, Albert Mehl, Mehmet Kemal Ozdemir, Mustafa Gundogar, Bjoern Menze

机构 * Department of Quantitative Biomedicine, University of Zurich（苏黎世大学定量生物医学系） ； Harvard Medical School（哈佛医学院） ； Department of Computer Science, ETH Zurich（苏黎世联邦理工学院计算机科学系） ； ETH AI Center, ETH Zurich（苏黎世联邦理工学院人工智能中心） ； Center for Dental Medicine, University of Zurich（苏黎世大学牙科医学中心） ； Department of Computer Engineering, Bogazici University（博雅大学计算机工程系） ； Department of Endodontics, Istanbul Medipol University（伊斯坦布尔Medipol大学牙体医学系） ； University of Oklahoma, College of Dentistry, Graduate Periodontics Department（俄克拉荷马大学牙科学院研究生牙周病学系） 纠错

专题命中 推理评测 ：planning(abstract)