语言大模型 / LLM

LLM-YOLOMS: Large Language Model-based Semantic Interpretation and Fault Diagnosis for Wind Turbine Components

Yaru Li, Yanxue Wang, Meng Li, Xinming Li, Jianbo Feng

机构 * School of Mechanical-Electronic and Vehicle Engineering, Beijing University of Civil Engineering and Architecture（机械电子与车辆工程学院，北京建筑大学） 纠错

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

Comments Journal resubmission

SSR: Socratic Self-Refine for Large Language Model Reasoning

Haizhou Shi, Ye Liu, Bo Pang, Zeyu Leo Liu, Hao Wang, Silvio Savarese, Caiming Xiong, Yingbo Zhou, Semih Yavuz

机构 * Salesforce AI Research（Salesforce人工智能研究） ； Rutgers University（罗格斯大学） ； The University of Texas at Austin（德克萨斯大学奥斯汀分校） 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、cs.AI、cs.LG

Comments Preprint; work in progress

Multi-Turn Interactions for Text-to-SQL with Large Language Models

Guanming Xiong, Junwei Bao, Hongfei Jiang, Yang Song, Wen Zhao

机构 * Peking University（北京大学） ； Zuoyebang Education Technology Co., Ltd.（佐元邦教育科技有限公司） 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、cs.AI

Comments This work has been accepted to CIKM 2025

EffiReason-Bench: A Unified Benchmark for Evaluating and Advancing Efficient Reasoning in Large Language Models

Junquan Huang, Haotian Wu, Yubo Gao, Yibo Yan, Junyan Zhang, Yonghua Hei, Song Dai, Jie Zhang, Puay Siew Tan, Xuming Hu

机构 * Hong Kong University of Science and Technology (Guangzhou)（香港科技大学（广州）） ； Nanyang Technological University（南洋理工大学） ； The Hong Kong University of Science and Technology（香港科技大学） ； Singapore Institute of Manufacturing Technology, A*STAR（新加坡制造技术研究所，A*STAR） 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

Comments 11 pages, 4 figures, 4 tables. Appendix included

Generalized Intelligence for Tactical Decision-Making: Large Language Model-Driven Dynamic Weapon Target Assignment

Johannes Autenrieb, Ole Ostermann

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

Comments 8 Pages, 6 figures, submitted to IEEE Transactions on Aerospace and Electronic Systems

AffordBot: 3D Fine-grained Embodied Reasoning via Multimodal Large Language Models

Xinyi Wang, Xun Yang, Yanlong Xu, Yuchen Wu, Zhen Li, Na Zhao

机构 * University of Science and Technology of China（科学技术大学） ； Singapore University of Technology and Design（新加坡科技设计大学） ； Chinese University of Hong Kong, Shenzhen（香港中文大学（深圳）） 纠错

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

Comments NeurIPS 2025

Exploring State Tracking Capabilities of Large Language Models

Kiamehr Rezaee, Jose Camacho-Collados, Mohammad Taher Pilehvar

机构 * Cardiff NLP（卡迪夫NLP） 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

CoAT: Chain-of-Associated-Thoughts Framework for Enhancing Large Language Models Reasoning

Jianfeng Pan, Senyou Deng, Shaomang Huang

机构 * Security Technology Inc.（360安全技术公司） 纠错

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

Comments 18 pages, 10 figures, Accepted by EMNLP 2025 (Findings)

Beyond the 80/20 Rule: High-Entropy Minority Tokens Drive Effective Reinforcement Learning for LLM Reasoning

Shenzhi Wang, Le Yu, Chang Gao, Chujie Zheng, Shixuan Liu, Rui Lu, Kai Dang, Xionghui Chen, Jianxin Yang, Zhenru Zhang, Yuqiong Liu, An Yang, Andrew Zhao, Yang Yue, Shiji Song, Bowen Yu, Gao Huang, Junyang Lin

机构 * Qwen Team, Alibaba Inc.（通义团队，阿里巴巴公司） ； LeapLab, Tsinghua University（清华大学跃实验室） 纠错

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

Comments Accepted to NeurIPS 2025. 25 pages, 17 figures, 2 tables

Answering Students' Questions on Course Forums Using Multiple Chain-of-Thought Reasoning and Finetuning RAG-Enabled LLM

Neo Wang, Sonit Singh

机构 * School of Computer Science and Engineering, University of New South Wales, Sydney, Australia（计算机科学与工程学院，新南威尔士大学，悉尼，澳大利亚） 纠错

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

Comments 8 pages

Beyond the Black Box: Demystifying Multi-Turn LLM Reasoning with VISTA

Yiran Zhang, Mingyang Lin, Mark Dras, Usman Naseem

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

Enhancing Conflict Resolution in Language Models via Abstract Argumentation

Zhaoqun Li, Xiaotong Fang, Chen Chen, Mengze Li, Beishui Liao

机构 * School of Philosophy, Zhejiang University（浙江大学哲学系） ； College of Computer Science and Technology, Zhejiang University（浙江大学计算机科学与技术学院） ； The State Key Lab of Brain-Machine Intelligence（脑机智能国家重点实验室） 纠错

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

In-Token Rationality Optimization: Towards Accurate and Concise LLM Reasoning via Self-Feedback

Mingye Zhu, Yi Liu, Zheren Fu, Quan Wang, Yongdong Zhang

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

Comments AAAI 2026 Oral

WaterMod: Modular Token-Rank Partitioning for Probability-Balanced LLM Watermarking

Shinwoo Park, Hyejin Park, Hyeseon Ahn, Yo-Sub Han

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

Comments AAAI 2026 (Oral). This is the extended preprint of the copyrighted version at AAAI

Matryoshka Pilot: Learning to Drive Black-Box LLMs with LLMs

Changhao Li, Yuchen Zhuang, Rushi Qiang, Haotian Sun, Hanjun Dai, Chao Zhang, Bo Dai

机构 * Georgia Institute of Technology（佐治亚理工学院） ； Precur AI ； Google DeepMind（谷歌DeepMind） 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

Comments Accepted by NeurIPS 2025

CORONA-Fields: Leveraging Foundation Models for Classification of Solar Wind Phenomena

Daniela Martin, Jinsu Hong, Connor O'Brien, Valmir P Moraes Filho, Jasmine R. Kobayashi, Evangelia Samara, Joseph Gallego

机构 * University of Delaware（德克萨斯大学） ； Georgia State University（佐治亚州立大学） ； Boston University（波士顿大学） ； Catholic University of America（美国天主教大学） ； Southwest Research Institute（西南研究院） ； NASA Goddard Space Flight Center（NASA戈达德空间飞行中心） ； Drexel University（德雷塞尔大学） 纠错

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

Position: On the Methodological Pitfalls of Evaluating Base LLMs for Reasoning

Jason Chan, Zhixue Zhao, Robert Gaizauskas

机构 * University of Sheffield, UK（谢菲尔德大学） 纠错

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

Comments Preprint

SITA: A Framework for Structure-to-Instance Theorem Autoformalization

Chenyi Li, Wanli Ma, Zichen Wang, Zaiwen Wen

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

Language Drift in Multilingual Retrieval-Augmented Generation: Characterization and Decoding-Time Mitigation

Bo Li, Zhenghua Xu, Rui Xie

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

Comments AAAI'26, Oral Paper

National Institute on Aging PREPARE Challenge: Early Detection of Cognitive Impairment Using Speech -- The SpeechCARE Solution

Maryam Zolnoori, Hossein Azadmaleki, Yasaman Haghbin, Ali Zolnour, Mohammad Javad Momeni Nezhad, Sina Rashidi, Mehdi Naserian, Elyas Esmaeili, Sepehr Karimi Arpanahi

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

R1-Compress: Long Chain-of-Thought Compression via Chunk Compression and Search

Yibo Wang, Haotian Luo, Huanjin Yao, Tiansheng Huang, Haiying He, Rui Liu, Naiqiang Tan, Jiaxing Huang, Xiaochun Cao, Dacheng Tao, Li Shen

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

Comments Accepted by NeurIPS FoRLM Workshop

PROPA: Toward Process-level Optimization in Visual Reasoning via Reinforcement Learning

Yanbei Jiang, Chao Lei, Yihao Ding, Krista Ehinger, Jey Han Lau

机构 * University of Melbourne（墨尔本大学） 纠错

专题命中 推理与问题求解 ：language model(abstract)；post-training(abstract)；SFT(abstract)

Why Do Open-Source LLMs Struggle with Data Analysis? A Systematic Empirical Study

Yuqi Zhu, Yi Zhong, Jintian Zhang, Ziheng Zhang, Shuofei Qiao, Yujie Luo, Lun Du, Da Zheng, Ningyu Zhang, Huajun Chen

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

Comments AAAI 2026 (oral)

Evaluating Software Process Models for Multi-Agent Class-Level Code Generation

Wasique Islam Shafin, Md Nakhla Rafi, Zhenhao Li, Tse-Hsun Chen

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

Rectify Evaluation Preference: Improving LLMs' Critique on Math Reasoning via Perplexity-aware Reinforcement Learning

Changyuan Tian, Zhicong Lu, Shuang Qian, Nayu Liu, Peiguang Li, Li Jin, Leiyi Hu, Zhizhao Zeng, Sirui Wang, Ke Zeng, Zhi Guo

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

Comments Accepted by AAAI2026

REAP: Enhancing RAG with Recursive Evaluation and Adaptive Planning for Multi-Hop Question Answering

Yijie Zhu, Haojie Zhou, Wanting Hong, Tailin Liu, Ning Wang

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

Comments To be published in AAAI 2026

Small Models Struggle to Learn from Strong Reasoners

Yuetai Li, Xiang Yue, Zhangchen Xu, Fengqing Jiang, Luyao Niu, Bill Yuchen Lin, Bhaskar Ramasubramanian, Radha Poovendran

机构 * University of Washington（华盛顿大学） ； Carnegie Mellon University（卡内基梅隆大学） ； Western Washington University（西雅图华盛顿大学） 纠错

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

Enhancing the Outcome Reward-based RL Training of MLLMs with Self-Consistency Sampling

Jiahao Wang, Weiye Xu, Aijun Yang, Wengang Zhou, Lewei Lu, Houqiang Li, Xiaohua Wang, Jinguo Zhu

机构 * Xi’an Jiaotong University（西安交通大学） ； University of Science and Technology of China（中国科学技术大学） ； SenseTime Research（商汤科技研究院） 纠错

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

Comments Accepted to NeurIPS 2025 (The Thirty-Ninth Annual Conference on Neural Information Processing Systems)

Xiaoice: Training-Free Video Understanding via Self-Supervised Spatio-Temporal Clustering of Semantic Features

Shihao Ji, Zihui Song

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

Comments This paper is being withdrawn because we have identified a significant error in the implementation of our self-supervised clustering approach. Specifically, our feature aggregation step inadvertently leaked temporal information across frames, which violates the core assumption of our training-free method. We sincerely apologize to the research community

Towards an Agentic Workflow for Internet Measurement Research

Alagappan Ramanathan, Eunju Kang, Dongsu Han, Sangeetha Abdu Jyothi

机构 * University of California, Irvine（加州大学伊维奇分校） 纠错

专题命中 推理与问题求解 ：LLM(abstract)；分类 cs.AI