语言大模型 / LLM

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

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

Self-Correcting Large Language Models: Generation vs. Multiple Choice

Hossein A. Rahmani, Satyapriya Krishna, Xi Wang, Mohammadmehdi Naghiaei, Emine Yilmaz

机构 * University College London（伦敦大学学院） ； Amazon AGI（亚马逊人工智能实验室） ； University of Sheffield（谢菲尔德大学） ； University of Southern California（南加州大学） 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.CL、cs.AI

Comments 20 pages

Cross-Modal Unlearning via Influential Neuron Path Editing in Multimodal Large Language Models

Kunhao Li, Wenhao Li, Di Wu, Lei Yang, Jun Bai, Ju Jia, Jason Xue

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

Comments Accepted at AAAI 2026 as a Conference Paper (Oral Presentation)

What Makes Reasoning Invalid: Echo Reflection Mitigation for Large Language Models

Chen He, Xun Jiang, Lei Wang, Hao Yang, Chong Peng, Peng Yan, Fumin Shen, Xing Xu

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

LiveTradeBench: Seeking Real-World Alpha with Large Language Models

Haofei Yu, Fenghai Li, Jiaxuan You

机构 * University of Illinois, Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） 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

Comments 16 pages

Diverse Human Value Alignment for Large Language Models via Ethical Reasoning

Jiahao Wang, Songkai Xue, Jinghui Li, Xiaozhen Wang

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 Accepted by AIES 2025, camera-ready version

From Reasoning to Learning: A Survey on Hypothesis Discovery and Rule Learning with Large Language Models

Kaiyu He, Zhiyu Chen

机构 * University of Texas at Dallas（德克萨斯大学达拉斯分校） 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

Comments TMLR Survey Certification

Large Language Models Report Subjective Experience Under Self-Referential Processing

Cameron Berg, Diogo de Lucena, Judd Rosenblatt

机构 * AE Studio（AE工作室） 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 Models for Combinatorial Optimization of Design Structure Matrix

Shuo Jiang, Min Xie, Jianxi Luo

机构 * City University of Hong Kong（香港城市大学） 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.CL、cs.AI

Journal ref Proc. Des. Soc. 5 (2025) 2201-2210

AutoTRIZ: Automating Engineering Innovation with TRIZ and Large Language Models

Shuo Jiang, Weifeng Li, Yuping Qian, Yangjun Zhang, Jianxi Luo

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 28 pages, 12 figures

Journal ref Advanced Engineering Informatics 65 (2025): 103312

Evaluating Large Language Models for Stance Detection on Financial Targets from SEC Filing Reports and Earnings Call Transcripts

Nikesh Gyawali, Doina Caragea, Alex Vasenkov, Cornelia Caragea

机构 * Kansas State University（堪萨斯州立大学） ； Department of Computer Science（计算机科学系） ； University of Illinois Chicago（伊利诺伊大学芝加哥分校） 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

Illusions of reflection: open-ended task reveals systematic failures in Large Language Models' reflective reasoning

Sion Weatherhead, Flora Salim, Aaron Belbasis

机构 * University of New South Wales Sydney（新南威尔士大学悉尼分校） ； Aurecon Group（Aurecon集团） 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、cs.LG

Comments Currently under review

Large Language Model enabled Mathematical Modeling

Guoyun Zhang

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

M3-SLU: Evaluating Speaker-Attributed Reasoning in Multimodal Large Language Models

Yejin Kwon, Taewoo Kang, Hyunsoo Yoon, Changouk Kim

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 Submitted to LREC 2026. 11 pages, 5 figures

Ontology-Enhanced Knowledge Graph Completion using Large Language Models

Wenbin Guo, Xin Wang, Jiaoyan Chen, Zhao Li, Zirui Chen

机构 * Tianjin University, College of Intelligence and Computing（天津大学智能与计算学院） ； University of Manchester, Department of Computer Science（曼彻斯特大学计算机科学系） 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

Whose Journey Matters? Investigating Identity Biases in Large Language Models (LLMs) for Travel Planning Assistance

Ruiping Ren, Yingwei, Xu, Xing Yao, Shu Cole, Haining Wang

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

Code-driven Number Sequence Calculation: Enhancing the inductive Reasoning Abilities of Large Language Models

Kedi Chen, Zhikai Lei, Xu Guo, Xuecheng Wu, Siyuan Zeng, Jianghao Yin, Yinqi Zhang, Qin Chen, Jie Zhou, Liang He, Qipeng Guo, Kai Chen, Wei Zhang

机构 * East China Normal University（东华大学） ； Fudan University（复旦大学） ； Shanghai Innovation Institute（上海创新研究院） ； Xi’an Jiaotong University（西安交通大学） ； Shanghai AI Laboratory（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(title,abstract)；language model(title,abstract)；post-training(abstract)；分类 cs.CL、cs.AI

Ensembling Large Language Models to Characterize Affective Dynamics in Student-AI Tutor Dialogues

Chenyu Zhang, Sharifa Alghowinem, Cynthia Breazeal

机构 * Harvard Graduate School of Education（哈佛教育研究生院） ； Harvard University（哈佛大学） ； Personal Robots Group, Media Lab（个人机器人小组、媒体实验室） ； Massachusetts Institute of Technology（麻省理工学院） 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 4 pages, 3 figures. Published in the 11th International Conference on Affective Computing and Intelligent Interaction (ACII 2025), Late-Breaking Results Track

Journal ref Proceedings of the 11th International Conference on Affective Computing and Intelligent Interaction (ACII 2025), Late-Breaking Results Track, IEEE, 2025

From Narratives to Probabilistic Reasoning: Predicting and Interpreting Drivers' Hazardous Actions in Crashes Using Large Language Model

Boyou Chen, Gerui Xu, Zifei Wang, Huizhong Guo, Ananna Ahmed, Zhaonan Sun, Zhen Hu, Kaihan Zhang, Shan Bao

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

Automating Structural Engineering Workflows with Large Language Model Agents

Haoran Liang, Yufa Zhou, Mohammad Talebi Kalaleh, Qipei Mei

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 Code: https://github.com/DelosLiang/masse

InterCorpRel-LLM: Enhancing Financial Relational Understanding with Graph-Language Models

Qianyou Sun, Jiexin Zheng, Bohan Jin, Lihua Chen, Yijie Peng

机构 * Guanghua School of Management, Peking University（北京大学光华管理学院） 纠错

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

R-Capsule: Compressing High-Level Plans for Efficient Large Language Model Reasoning

Hongyu Shan, Mingyang Song, Chang Dai, Di Liang, Han Chen

机构 * Tianjin University（天津大学） ； Tencent Hunyuan（腾讯文元） ； Peking University（北京大学） ； Fudan University（复旦大学） ； National Engineering Research Center of Educational Big Data and the Faculty of Artificial Intelligence in Education, Central China Normal University（教育大数据国家工程研究中心和教育人工智能学院，中央财经大学） 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

The Impact of Role Design in In-Context Learning for Large Language Models

Hamidreza Rouzegar, Masoud Makrehchi

机构 * Department of Electrical, Computer and Software Engineering（电气、计算机与软件工程系） ； Ontario Tech University（安大略技术大学） 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.CL、cs.AI

Comments Code is available at https://github.com/hrouzegar/Role_Based-In-Context-Learning

Comparison of Scoring Rationales Between Large Language Models and Human Raters

Haowei Hua, Hong Jiao, Dan Song

机构 * Princeton University（普林斯顿大学） ； University of Maryland（马里兰大学） ； University of Iowa（爱荷华大学） 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.CL、cs.LG

Comments 23 Pages, 4 Tables, 13 Figures

Readme_AI: Dynamic Context Construction for Large Language Models

Millie Vyas, Timothy Blattner, Alden Dima

机构 * Purdue University（普渡大学） ； National Institute of Standards and Technology（国家标准技术研究院） 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

Runaway is Ashamed, But Helpful: On the Early-Exit Behavior of Large Language Model-based Agents in Embodied Environments

Qingyu Lu, Liang Ding, Siyi Cao, Xuebo Liu, Kanjian Zhang, Jinxia Zhang, Dacheng Tao

机构 * Southeast University（东南大学） ； The University of Sydney（悉尼大学） ； Southeast University Shenzhen Research Institute（东南大学深圳研究院） ； Institute of Computing and Intelligence, Harbin Institute of Technology, Shenzhen, China（哈尔滨工业大学计算机与智能信息学院，深圳，中国） ； College of Computing and Data Science at Nanyang Technological University, Singapore 639798（南洋理工大学计算机与数据科学学院，新加坡） 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 EMNLP 2025 - Findings

VaccineRAG: Boosting Multimodal Large Language Models' Immunity to Harmful RAG Samples

Qixin Sun, Ziqin Wang, Hengyuan Zhao, Yilin Li, Kaiyou Song, Linjiang Huang, Xiaolin Hu, Qingpei Guo, Si Liu

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

Exploring Large Language Models in Resolving Environment-Related Crash Bugs: Localizing and Repairing

Xueying Du, Mingwei Liu, Hanlin Wang, Juntao Li, Xin Peng, Yiling Lou

机构 * Department of Computer Science, Fudan University（复旦大学计算机科学系） ； School of Software Engineering, Sun Yat-sen University（中山大学软件学院） ； Institute for Clarity in Documentation（文档清晰研究所） ； Inria Paris-Rocquencourt（巴黎-鲁西永研究所） ； Rajiv Gandhi University（拉朱·甘地大学） ； Tsinghua University（清华大学） ； Palmer Research Laboratories（帕勒尔研究实验室） 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