语言大模型 / LLM

NL2GenSym: Natural Language to Generative Symbolic Rules for SOAR Cognitive Architecture via Large Language Models

Fang Yuan, Junjie Zeng, Yue Hu, Zhengqiu Zhu, Quanjun Yin, Yuxiang Xie

机构 * College of Systems Engineering, National University of Defense Technology（系统工程学院，国防科技大学） ； State Key Laboratory of Digital Intelligent Modeling and Simulation（数字智能建模与仿真国家重点实验室） ； Test Center, National University of Defense Technology（测试中心，国防科技大学） 纠错

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL

Understanding the Repeat Curse in Large Language Models from a Feature Perspective

Junchi Yao, Shu Yang, Jianhua Xu, Lijie Hu, Mengdi Li, Di Wang

机构 * Provable Responsible AI and Data Analytics (PRADA) Lab（可证明责任AI与数据 analytics 实验室） ； King Abdullah University of Science and Technology（卡瓦尔阿卜杜勒拉大学科学与技术学院） ； University of Electronic Science and Technology of China（中国电子科学与技术大学） 纠错

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL

Comments Accepted by ACL 2025, Findings, Long Paper

Argument Summarization and its Evaluation in the Era of Large Language Models

Moritz Altemeyer, Steffen Eger, Johannes Daxenberger, Yanran Chen, Tim Altendorf, Philipp Cimiano, Benjamin Schiller

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL

Comments EMNLP 2025 Main Camera-ready

Textual interpretation of transient image classifications from large language models

Fiorenzo Stoppa, Turan Bulmus, Steven Bloemen, Stephen J. Smartt, Paul J. Groot, Paul Vreeswijk, Ken W. Smith

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.LG

Comments Published in Nature Astronomy (2025). Publisher's Version of Record (CC BY 4.0). DOI: 10.1038/s41550-025-02670-z

LatteReview: A Multi-Agent Framework for Systematic Review Automation Using Large Language Models

Pouria Rouzrokh, Bardia Khosravi, Parsa Rouzrokh, Moein Shariatnia

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL

Comments 31 pages, 5 figures, 5 tables

Mid-Training of Large Language Models: A Survey

Kaixiang Mo, Yuxin Shi, Weiwei Weng, Zhiqiang Zhou, Shuman Liu, Haibo Zhang, Anxiang Zeng

机构 * Shopee 纠错

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL

Can Large Language Models Autoformalize Kinematics?

Aditi Kabra, Jonathan Laurent, Sagar Bharadwaj, Ruben Martins, Stefan Mitsch, André Platzer

机构 * Carnegie Mellon University（卡内基梅隆大学） ； Karlsruhe Institute of Technology（卡尔斯鲁厄理工学院） ； DePaul University（德保罗大学） 纠错

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.AI

Journal ref Proc. 25th International Conference on Formal Methods in Computer-Aided Design (FMCAD), pp. 78-83, TU Wien Academic Press, 2025

Flexible metadata harvesting for ecology using large language models

Zehao Lu, Thijs L van der Plas, Parinaz Rashidi, W Daniel Kissling, Ioannis N Athanasiadis

机构 * Wageningen University & Research（瓦赫宁根大学与研究学院） ； University of Amsterdam（阿姆斯特丹大学） 纠错

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.AI

Equipping Retrieval-Augmented Large Language Models with Document Structure Awareness

Lingnan Xu, Chong Feng, Kaiyuan Zhang, Liu Zhengyong, Wenqiang Xu, Fanqing Meng

机构 * School of Computer Science, Beijing Institute of Technology（计算机学院，北京理工大学） ； Ant Group（蚂蚁集团） ； Southeast Academy of Information Technology, Beijing Institute of Technology（信息科技东南学院，北京理工大学） 纠错

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL

Comments EMNLP2025 Findings

Toward a unified framework for data-efficient evaluation of large language models

Lele Liao, Qile Zhang, Ruofan Wu, Guanhua Fang

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.AI

Comments codes available at https://github.com/Rorschach1989/efficient-lm-eval

Can Large Language Models Outperform Non-Experts in Poetry Evaluation? A Comparative Study Using the Consensual Assessment Technique

Piotr Sawicki, Marek Grześ, Dan Brown, Fabrício Góes

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL

Comments 18 pages, 3 figures. Accepted for publication at the 2025 Conference on Empirical Methods in Natural Language Processing (EMNLP)

Glaucoma Detection and Structured OCT Report Generation via a Fine-tuned Multimodal Large Language Model

Jalil Jalili, Yashraj Gavhane, Evan Walker, Anna Heinke, Christopher Bowd, Akram Belghith, Massimo A. Fazio, Christopher A. Girkin, C. Gustavo De Moraes, Jeffrey M. Liebmann, Sally L. Baxter, Robert N. Weinreb, Linda M. Zangwill, Mark Christopher

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.AI

When Large Language Models are Reliable for Judging Empathic Communication

Aakriti Kumar, Nalin Poungpeth, Diyi Yang, Erina Farrell, Bruce Lambert, Matthew Groh

机构 * Kellogg School of Management（凯洛格管理学院） ； Northwestern University（西北大学） ； Northwestern Institute for Complex Systems（西北复杂系统研究所） ； Stanford University（斯坦福大学） ； Pennsylvania State University（宾夕法尼亚州立大学） 纠错

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL

Automating Data-Driven Modeling and Analysis for Engineering Applications using Large Language Model Agents

Yang Liu, Zaid Abulawi, Abhiram Garimidi, Doyeong Lim

机构 * Department of Nuclear Engineering, Texas A\&M University（核工程系，德克萨斯A&M大学） 纠错

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.AI

Feasibility of Structuring Stress Documentation Using an Ontology-Guided Large Language Model

Hyeoneui Kim, Jeongha Kim, Huijing Xu, Jinsun Jung, Sunghoon Kang, Sun Joo Jang

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL

Schema Generation for Large Knowledge Graphs Using Large Language Models

Bohui Zhang, Yuan He, Lydia Pintscher, Albert Meroño Peñuela, Elena Simperl

机构 * King’s College London（伦敦国王学院） ； University of Oxford（牛津大学） ； Wikimedia Deutschland（维基媒体德国） ； Technical University of Munich（慕尼黑技术大学） 纠错

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.AI

Comments EMNLP 2025 Findings

Design and Application of Multimodal Large Language Model Based System for End to End Automation of Accident Dataset Generation

MD Thamed Bin Zaman Chowdhury, Moazzem Hossain

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL

Comments This paper is accepted for presentation in TRB annual meeting 2026. The version presented here is the preprint version before peer review process

Adapting Large Language Models for Character-based Augmentative and Alternative Communication

Dylan Gaines, Keith Vertanen

机构 * Dylan Gaines Department of Computer Science, Michigan Technological University, Houghton, MI, USA（达西·甘斯 计算机科学系，密歇根技术大学，霍顿，MI，美国） ； Keith Vertanen（凯斯·维塔内） 纠错

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL

Comments To appear in Findings of EMNLP 2025

Survey: Multi-Armed Bandits Meet Large Language Models

Djallel Bouneffouf, Raphael Feraud

机构 * IBM Research（IBM研究院） ； Orange Lab（Orange实验室） 纠错

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.AI

ABC-Eval: Benchmarking Large Language Models on Symbolic Music Understanding and Instruction Following

Jiahao Zhao, Yunjia Li, Wei Li, Kazuyoshi Yoshii

机构 * Graduate School of Informatics, Kyoto University, Japan（京都大学信息科学研究生院） ； College of Computer Science and Artificial Intelligence, Fudan University, China（复旦大学计算机科学与人工智能学院） ； Graduate School of Engineering, Kyoto University, Japan（京都大学工学研究科） 纠错

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.AI

Local Success Does Not Compose: Benchmarking Large Language Models for Compositional Formal Verification

Xu Xu, Xin Li, Xingwei Qu, Jie Fu, Binhang Yuan

机构 * Shanghai AI Lab（上海人工智能实验室） 纠错

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.AI

Evaluating Open-Source Large Language Models for Technical Telecom Question Answering

Arina Caraus, Alessio Buscemi, Sumit Kumar, Ion Turcanu

机构 * Luxembourg Institute of Science and Technology (LIST)（卢森堡科学与技术研究院） ； RMT Labs（RMT实验室） 纠错

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL

Comments Accepted at the IEEE GLOBECOM Workshops 2025: "Large AI Model over Future Wireless Networks"

VocalAgent: Large Language Models for Vocal Health Diagnostics with Safety-Aware Evaluation

Yubin Kim, Taehan Kim, Wonjune Kang, Eugene Park, Joonsik Yoon, Dongjae Lee, Xin Liu, Daniel McDuff, Hyeonhoon Lee, Cynthia Breazeal, Hae Won Park

机构 * Massachusetts Institute of Technology, USA（麻省理工学院, 美国） ； Seoul National University Hospital, South Korea（首尔国立大学医院, 韩国） ； Doctor Diary, South Korea（Doctor Diary, 韩国） ； Google Research, USA（谷歌研究, 美国） ； Independent Researcher（独立研究者） 纠错

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.AI

Comments Accepted by Proceedings of Interspeech 2025; Website: https://han811.github.io/VocalAgent2025/

PerHalluEval: Persian Hallucination Evaluation Benchmark for Large Language Models

Mohammad Hosseini, Kimia Hosseini, Shayan Bali, Zahra Zanjani, Saeedeh Momtazi

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL

MEBench: Benchmarking Large Language Models for Cross-Document Multi-Entity Question Answering

Teng Lin, Yuyu Luo, Honglin Zhang, Jicheng Zhang, Chunlin Liu, Kaishun Wu, Nan Tang

机构 * The Hong Kong University of Science and Technology (Guangzhou)（香港科学与技术大学（广州）） ； The Hong Kong University of Science and Technology（香港科学与技术大学） ； China Mobile Information Technology Company Limited（中国移动信息技术有限公司） 纠错

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL

Comments EMNLP2025 Main

Multi-Hierarchical Feature Detection for Large Language Model Generated Text

Luyan Zhang, Xinyu Xie

机构 * Northeastern University（东北大学） 纠错

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL

Comments 9 pages, 6 tables, empirical study on multi-feature AI text detection

Large-Scale, Longitudinal Study of Large Language Models During the 2024 US Election Season

Sarah H. Cen, Andrew Ilyas, Hedi Driss, Charlotte Park, Aspen Hopkins, Chara Podimata, Aleksander Mądry

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.LG

Comments 100 pages, 69 figures

LLMsPark: A Benchmark for Evaluating Large Language Models in Strategic Gaming Contexts

Junhao Chen, Jingbo Sun, Xiang Li, Haidong Xin, Yuhao Xue, Yibin Xu, Hao Zhao

机构 * Shenzhen International Graduate School, Tsinghua University（清华大学深圳国际研究生院） ； Institute of Computing Technology, Chinese Academy of Sciences（中国科学院计算技术研究所） ； School of Software and Microelectronics, Peking University（北京大学软件与微电子学院） ； School of Computer Science and Engineering, Northeastern University（东北大学计算机科学与工程学院） ； Tongji University（同济大学） ； AIR, Tsinghua University（清华大学人工智能研究院） ； BAAI（百度人工智能研究院） 纠错

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL

Comments Accepted by EMNLP 2025 Findings

A Survey of Personalized Large Language Models: Progress and Future Directions

Jiahong Liu, Zexuan Qiu, Zhongyang Li, Quanyu Dai, Wenhao Yu, Jieming Zhu, Minda Hu, Menglin Yang, Tat-Seng Chua, Irwin King

机构 * The Chinese University of Hong Kong（香港中文大学） ； Huawei Technologies Co., Ltd（华为技术有限公司） ； The Hong Kong University of Science and Technology (Guangzhou)（香港科学与技术大学（广州）） ； National University of Singapore（新加坡国立大学） 纠错

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；prompting(abstract)；分类 cs.AI

Comments 34 pages, 8 figures, 7 tables, Under Review

Generalizability of Large Language Model-Based Agents: A Comprehensive Survey

Minxing Zhang, Yi Yang, Roy Xie, Bhuwan Dhingra, Shuyan Zhou, Jian Pei

机构 * Duke University（杜克大学） 纠错

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.AI