语言大模型 / LLM

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 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；prompting(abstract)

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

CoEvo: Continual Evolution of Symbolic Solutions Using Large Language Models

Ping Guo, Qingfu Zhang, Xi Lin

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.AI、cs.LG

Comments Camera ready version for AAAI 2026

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 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；prompting(abstract)；分类 cs.CL、cs.AI

Large Language Model-assisted Autonomous Vehicle Recovery from Immobilization

Zhipeng Bao, Qianwen Li

机构 * School of Environmental, Civil, Agricultural, and Mechanical Engineering（环境、土木、农业和机械工程学院） ； University of Georgia（佐治亚大学） 纠错

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.AI

Comments 7 pages

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 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL

CyPortQA: Benchmarking Multimodal Large Language Models for Cyclone Preparedness in Port Operation

Chenchen Kuai, Chenhao Wu, Yang Zhou, Xiubin Bruce Wang, Tianbao Yang, Zhengzhong Tu, Zihao Li, Yunlong Zhang

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL

Comments 9 pages, 5 figures

Activation-Guided Consensus Merging for Large Language Models

Yuxuan Yao, Shuqi Liu, Zehua Liu, Qintong Li, Mingyang Liu, Xiongwei Han, Zhijiang Guo, Han Wu, Linqi Song

机构 * Department of Computer Science, City University of Hong Kong（香港城市大学计算机科学系） ； City University of Hong Kong Shenzhen Research Institute（香港城市大学深圳研究院） ； Huawei Noah’s Ark Lab, Hong Kong SAR（华为诺亚实验室（香港特别行政区）） ； University of Hong Kong（香港大学） ； Hong Kong University of Science and Technology (Guangzhou)（香港科学与技术大学（广州）） 纠错

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL

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 推理与问题求解 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)

Comprehension Without Competence: Architectural Limits of LLMs in Symbolic Computation and Reasoning

Zheng Zhang

机构 * Amazon Web Services（亚马逊网络服务） 纠错

专题命中 推理与问题求解 ：LLM(abstract)；large language model(abstract)；language model(abstract)；prompting(abstract)

Comments v2: Two TMLR revision rounds addressing reviewer feedback. Added real-world validation (3.4), interpretability analysis (7), computational hallucination framework, strengthened theory. v3: Sec 3.2 - added transformer architecture diagram, clarified UAT capacity vs computational limits, improved role specialization theorem presentation

Leveraging Parameter Space Symmetries for Reasoning Skill Transfer in LLMs

Stefan Horoi, Sangwoo Cho, Supriyo Chakraborty, Shi-Xiong Zhang, Sambit Sahu, Guy Wolf, Genta Indra Winata

机构 * Université de Montréal（蒙特利尔大学） ； Mila – Quebec AI Institute（魁北克人工智能研究所） ； Capital One（Capital One公司） 纠错

专题命中 推理与问题求解 ：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI、cs.LG

Proceedings of the Second International Workshop on Next-Generation Language Models for Knowledge Representation and Reasoning (NeLaMKRR 2025)

Ha-Thanh Nguyen, Ken Satoh, Francesca Toni, Randy Goebel, Kostas Stathis

专题命中 推理与问题求解 ：language model(title,abstract)；分类 cs.AI

Comments Associated with the 22nd International Conference on Principles of Knowledge Representation and Reasoning (KR 2025) in Melbourne, Australia

SPUR: A Plug-and-Play Framework for Integrating Spatial Audio Understanding and Reasoning into Large Audio-Language Models

S Sakshi, Vaibhavi Lokegaonkar, Neil Zhang, Ramani Duraiswami, Sreyan Ghosh, Dinesh Manocha, Lie Lu

机构 * University of Maryland, College Park, USA（马里兰大学 College Park 分校） ； Dolby Laboratories（杜比实验室） 纠错

专题命中 推理与问题求解 ：language model(title,abstract)；分类 cs.AI

Comments Project: https://sakshi113.github.io/spur/

Semantic Web: Past, Present, and Future (with Machine Learning on Knowledge Graphs and Language Models on Knowledge Graphs)

Ansgar Scherp, Gerd Groener, Petr Škoda, Katja Hose, Maria-Esther Vidal

机构 * Ulm University（乌尔姆大学） ； Carl Zeiss SMT GmbH（卡尔蔡司SMT有限公司） ； Department of Software Engineering, Faculty of Mathematics and Physics（数学与物理系软件工程系） ； Charles University（查尔斯大学） ； TU Wien（维也纳技术大学） ； Leibniz University of Hannover（汉诺威莱布尼茨大学） ； TIB-Leibniz Information Centre for Science and Technology（莱布尼茨科学与技术信息中心） 纠错

专题命中 推理与问题求解 ：language model(title,abstract)；分类 cs.AI

Comments Extended Version 2025-11-11 of TGDK 2(1): 3:1-3:37 (2024) If you like to contribute, please contact the first author and visit: https://github.com/ascherp/semantic-web-primer Please cite this paper as, see https://dblp.org/rec/journals/tgdk/ScherpG0HV24.html?view=bibtex

Journal ref TGDK 2(1): 3:1-3:37 (2024)

DreamRunner: Fine-Grained Compositional Story-to-Video Generation with Retrieval-Augmented Motion Adaptation

Zun Wang, Jialu Li, Han Lin, Jaehong Yoon, Mohit Bansal

专题命中 推理与问题求解 ：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI

Comments AAAI 2026, Project website: https://zunwang1.github.io/DreamRunner

Bridging Hidden States in Vision-Language Models

Benjamin Fein-Ashley, Jacob Fein-Ashley

机构 * University of Southern California（南加州大学） 纠错

专题命中 推理与问题求解 ：language model(title,abstract)

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 推理与问题求解 ：large language model(abstract)；language model(abstract)；prompting(abstract)；分类 cs.CL

Comments Accepted to AACL 2025

Unifying Segment Anything in Microscopy with Vision-Language Knowledge

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

专题命中 推理与问题求解 ：large language model(abstract)；language model(abstract)；foundation model(abstract)

Comments 15 pages, 5 figures

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 推理与问题求解 ：large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI

Comments Accepted at EMNLP 2025

Scientists' First Exam: Probing Cognitive Abilities of MLLM via Perception, Understanding, and Reasoning

Yuhao Zhou, Yiheng Wang, Xuming He, Ao Shen, Ruoyao Xiao, Zhiwei Li, Qiantai Feng, Zijie Guo, Yuejin Yang, Hao Wu, Wenxuan Huang, Jiaqi Wei, Dan Si, Xiuqi Yao, Jia Bu, Haiwen Huang, Manning Wang, Tianfan Fu, Shixiang Tang, Ben Fei, Dongzhan Zhou, Fenghua Ling, Yan Lu, Siqi Sun, Chenhui Li, Guanjie Zheng, Jiancheng Lv, Wenlong Zhang, Lei Bai

机构 * PrismaX Team Shanghai Artificial Intelligence Laboratory（普斯玛X团队上海人工智能实验室） 纠错

专题命中 推理与问题求解 ：large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI

Comments 82 pages

Human-AI collaborative autonomous synthesis with pulsed laser deposition for remote epitaxy

Asraful Haque, Daniel T. Yimam, Jawad Chowdhury, Ralph Bulanadi, Ivan Vlassiouk, John Lasseter, Sujoy Ghosh, Christopher M. Rouleau, Kai Xiao, Yongtao Liu, Eva Zarkadoula, Rama K. Vasudevan, Sumner B. Harris

专题命中 推理与问题求解 ：large language model(abstract)；language model(abstract)；分类 cs.AI

MarsRL: Advancing Multi-Agent Reasoning System via Reinforcement Learning with Agentic Pipeline Parallelism

Shulin Liu, Dong Du, Tao Yang, Yang Li, Boyu Qiu

机构 * Tencent Hunyuan Team（腾讯文言团队） 纠错

专题命中 推理与问题求解 ：large language model(abstract)；language model(abstract)；分类 cs.AI

Comments 10 pages

Enhancing Meme Emotion Understanding with Multi-Level Modality Enhancement and Dual-Stage Modal Fusion

Yi Shi, Wenlong Meng, Zhenyuan Guo, Chengkun Wei, Wenzhi Chen

专题命中 推理与问题求解 ：large language model(abstract)；language model(abstract)；分类 cs.CL

Can LLMs Detect Their Own Hallucinations?

Sora Kadotani, Kosuke Nishida, Kyosuke Nishida

机构 * NTT Human Informatics Labs.（NTT人机信息实验室） ； NTT, Inc.（NTT公司） 纠错

专题命中 推理与问题求解 ：large language model(abstract)；language model(abstract)；分类 cs.CL

Comments 8 pages

ReTrace: Interactive Visualizations for Reasoning Traces of Large Reasoning Models

Ludwig Felder, Jacob Miller, Markus Wallinger, Stephen Kobourov, Chunyang Chen

专题命中 推理与问题求解 ：large language model(abstract)；language model(abstract)

GraphMASAL: A Graph-based Multi-Agent System for Adaptive Learning

Biqing Zeng, Mengquan Liu, Zongwei Zhen

专题命中 推理与问题求解 ：LLM(abstract)；prompting(abstract)

Comments 9 pages, 3 figures,submitted to AAMAS 2026

Thinker: Training LLMs in Hierarchical Thinking for Deep Search via Multi-Turn Interaction

Jun Xu, Xinkai Du, Yu Ao, Peilong Zhao, Yang Li, Ling Zhong, Lin Yuan, Zhongpu Bo, Xiaorui Wang, Mengshu Sun, Zhengke Gui, Dalong Zhang, Zhaoyang Wang, Qiwei Wang, Yangyang Hou, Zhiying Yin, Haofen Wang, Huajun Chen, Lei Liang, Jun Zhou

专题命中 推理与问题求解 ：LLM(abstract)；分类 cs.CL、cs.AI

Comments Accepted to AAAI 2026. Extended version with full Appendix

Key Decision-Makers in Multi-Agent Debates: Who Holds the Power?

Qian Zhang, Yan Zheng, Jinyi Liu, Hebin Liang, Lanjun Wang

专题命中 推理与问题求解 ：LLM(abstract)；分类 cs.AI

An Efficient Training Pipeline for Reasoning Graphical User Interface Agents

Georgios Pantazopoulos, Eda B. Özyiğit

机构 * The Alan Turing Institute（艾伦·图灵研究所） 纠错

专题命中 推理与问题求解 ：language model(abstract)；分类 cs.AI

Towards Verified Code Reasoning by LLMs

Meghana Sistla, Gogul Balakrishnan, Pat Rondon, José Cambronero, Michele Tufano, Satish Chandra

机构 * University of Texas at Austin（德克萨斯大学奥斯汀分校） ； Google DeepMind（谷歌DeepMind） ； Google（谷歌） ； Meta Platforms（元平台） 纠错

专题命中 推理与问题求解 ：LLM(abstract)；分类 cs.LG

Comments 43 pages

Visual Document Understanding and Reasoning: A Multi-Agent Collaboration Framework with Agent-Wise Adaptive Test-Time Scaling

Xinlei Yu, Chengming Xu, Zhangquan Chen, Yudong Zhang, Shilin Lu, Cheng Yang, Jiangning Zhang, Shuicheng Yan, Xiaobin Hu

机构 * National University of Singapore（新加坡国立大学） ； Tencent Youtu Lab（腾讯优图实验室） ； Tsinghua University（清华大学） ； University of Science and Technology of China（中国科学技术大学） ； Nanyang Technological University（南洋理工大学） ； Zhejiang University（浙江大学） ； DeepWisdom（深智科技） 纠错

专题命中 推理与问题求解 ：language model(abstract)；分类 cs.AI