语言大模型 / LLM

Compositional Coordination for Multi-Robot Teams with Large Language Models

Zhehui Huang, Guangyao Shi, Yuwei Wu, Vijay Kumar, Gaurav S. Sukhatme

机构 * Department of Computer Science, University of Southern California（计算机科学系，南加州大学） ； GRASP Lab, University of Pennsylvania（GRASP实验室，宾夕法尼亚大学） 纠错

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

Comments IEEE International Symposium on Multi-Robot & Multi-Agent Systems (MRS 2025) Oral

From Facts to Folklore: Evaluating Large Language Models on Bengali Cultural Knowledge

Nafis Chowdhury, Moinul Haque, Anika Ahmed, Nazia Tasnim, Md. Istiak Hossain Shihab, Sajjadur Rahman, Farig Sadeque

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

Comments 4 pages

SODBench: A Large Language Model Approach to Documenting Spreadsheet Operations

Amila Indika, Igor Molybog

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

Comments 14 pages, 5 figures, 4 tables

Contextual Augmentation for Entity Linking using Large Language Models

Daniel Vollmers, Hamada M. Zahera, Diego Moussallem, Axel-Cyrille Ngonga Ngomo

机构 * Data Science Group, Paderborn University（数据科学组，帕德博恩大学） 纠错

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

LLMTaxo: Leveraging Large Language Models for Constructing Taxonomy of Factual Claims from Social Media

Haiqi Zhang, Zhengyuan Zhu, Zeyu Zhang, Chengkai Li

机构 * University of Texas at Arlington（德克萨斯大学阿灵顿分校） 纠错

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

Fusion-Augmented Large Language Models: Boosting Diagnostic Trustworthiness via Model Consensus

Md Kamrul Siam, Md Jobair Hossain Faruk, Jerry Q. Cheng, Huanying Gu

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

Comments 7 pages (Accepted to IEEE BHI 2025)

Benchmarking Multimodal Large Language Models for Face Recognition

Hatef Otroshi Shahreza, Sébastien Marcel

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

Preservation of Language Understanding Capabilities in Speech-aware Large Language Models

Marek Kubis, Paweł Skórzewski, Iwona Christop, Mateusz Czyżnikiewicz, Jakub Kubiak, Łukasz Bondaruk, Marcin Lewandowski

机构 * Adam Mickiewicz University（亚当·密茨凯维奇大学） 纠错

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

Comments 5 pages, 1 figure; benchmark code available at https://github.com/SamsungLabs/C3T

Prompt Perturbations Reveal Human-Like Biases in Large Language Model Survey Responses

Jens Rupprecht, Georg Ahnert, Markus Strohmaier

机构 * University of Mannheim（曼海姆大学） ； GESIS – Leibniz Institute for the Social Sciences（社会科学研究莱比锡研究所） ； Complexity Science Hub（复杂科学中心） 纠错

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

Benchmarking Open-Source Large Language Models for Persian in Zero-Shot and Few-Shot Learning

Mahdi Cherakhloo, Arash Abbasi, Mohammad Saeid Sarafraz, Bijan Vosoughi Vahdat

机构 * Department of Medical Engineering（医学工程系） ； Electrical Engineering Department（电气工程系） ； Sharif University of Technology（谢里夫技术大学） ； Department of Electrical Engineering（电气工程系） ； University of Tehran（德黑兰大学） 纠错

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

A Survey on Agentic Multimodal Large Language Models

Huanjin Yao, Ruifei Zhang, Jiaxing Huang, Jingyi Zhang, Yibo Wang, Bo Fang, Ruolin Zhu, Yongcheng Jing, Shunyu Liu, Guanbin Li, Dacheng Tao

机构 * Nanyang Technological University, Singapore（南洋理工大学，新加坡） ； Chinese University of Hong Kong, Shenzhen, China（香港中文大学（深圳）） ； Shenzhen Research Institute of Big Data, China（大数据研究 institute） ； Sun Yat-sen University, China（中山大学） ； City University of Hong Kong, China（香港城市大学） ； Communication University of China, China（通信大学） 纠错

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

Climate Knowledge in Large Language Models

Ivan Kuznetsov, Jacopo Grassi, Dmitrii Pantiukhin, Boris Shapkin, Thomas Jung, Nikolay Koldunov

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

Comments 16 pages, 4 figures, 2 tables

Large Language Models Meet Virtual Cell: A Survey

Krinos Li, Xianglu Xiao, Shenglong Deng, Lucas He, Zijun Zhong, Yuanjie Zou, Zhonghao Zhan, Zheng Hui, Weiye Bao, Guang Yang

机构 * Imperial College London（伦敦帝国理工学院） ； University College London（伦敦大学学院） ； New Jersey Institute of Technology（新泽西理工学院） ； University of Cambridge（剑桥大学） ； King’s College London（伦敦国王学院） ； Royal Brompton Hospital（皇家布隆特医院） 纠错

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

Erasing Without Remembering: Implicit Knowledge Forgetting in Large Language Models

Huazheng Wang, Yongcheng Jing, Haifeng Sun, Yingjie Wang, Jingyu Wang, Jianxin Liao, Dacheng Tao

机构 * Nanyang Technological University（南洋理工大学） ； Beijing University of Posts and Telecommunications（北京邮电大学） 纠错

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

ArabLegalEval: A Multitask Benchmark for Assessing Arabic Legal Knowledge in Large Language Models

Faris Hijazi, Somayah AlHarbi, Abdulaziz AlHussein, Harethah Abu Shairah, Reem AlZahrani, Hebah AlShamlan, Omar Knio, George Turkiyyah

机构 * THIQAH ； KAUST 纠错

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

Steering When Necessary: Flexible Steering Large Language Models with Backtracking

Zifeng Cheng, Jinwei Gan, Zhiwei Jiang, Cong Wang, Yafeng Yin, Xiang Luo, Yuchen Fu, Qing Gu

机构 * State Key Laboratory for Novel Software Technology, Nanjing University, China（新型软件技术国家重点实验室，南京大学，中国） 纠错

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

Comments NeurIPS 2025

MLLM-CL: Continual Learning for Multimodal Large Language Models

Hongbo Zhao, Fei Zhu, Haiyang Guo, Meng Wang, Rundong Wang, Gaofeng Meng, Zhaoxiang Zhang

机构 * UCAS（中国科学院自动化研究所） ； CASIA（中国科学院自动化研究所） ； HKISI, CAS（中国科学院香港研究所） ； HKU（香港大学） 纠错

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

DeepJSONEval: Benchmarking Complex Nested JSON Data Mining for Large Language Models

Zhicheng Zhou, Jing Li, Suming Qiu, Junjie Huang, Linyuan Qiu, Zhijie Sun

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

Linguistic and Embedding-Based Profiling of Texts generated by Humans and Large Language Models

Sergio E. Zanotto, Segun Aroyehun

机构 * Department of Politics and Public Administration University of Konstanz（政治与公共管理系 康斯坦茨大学） 纠错

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

Comments arXiv admin note: text overlap with arXiv:2412.03025

Journal ref Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing (EMNLP 2025)

AccessEval: Benchmarking Disability Bias in Large Language Models

Srikant Panda, Amit Agarwal, Hitesh Laxmichand Patel

机构 * Oracle AI 纠错

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

MUCAR: Benchmarking Multilingual Cross-Modal Ambiguity Resolution for Multimodal Large Language Models

Xiaolong Wang, Zhaolu Kang, Wangyuxuan Zhai, Xinyue Lou, Yunghwei Lai, Ziyue Wang, Yawen Wang, Kaiyu Huang, Yile Wang, Peng Li, Yang Liu

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

Interpreting Public Sentiment in Diplomacy Events: A Counterfactual Analysis Framework Using Large Language Models

Leyi Ouyang

机构 * South China Agricultural University Zhujiang College（华南农业大学珠江学院） 纠错

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

Comments 2 Figures, 7 Tables, 1 Algorithm

Unifying Text Semantics and Graph Structures for Temporal Text-attributed Graphs with Large Language Models

Siwei Zhang, Yun Xiong, Yateng Tang, Jiarong Xu, Xi Chen, Zehao Gu, Xuezheng Hao, Zian Jia, Jiawei Zhang

机构 * Shanghai Key Laboratory of Data Science, School of Computer Science, Fudan University（上海数据科学 key laboratory，计算机科学学院，复旦大学） ； School of Management, Fudan University（管理学院，复旦大学） ； Tencent Weixin Group（腾讯微信集团） ； IFM Lab, University of California, Davis（加州大学戴维斯分校IFM实验室） 纠错

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

Comments Accepted by NeurIPS 2025

TurnBack: A Geospatial Route Cognition Benchmark for Large Language Models through Reverse Route

Hongyi Luo, Qing Cheng, Daniel Matos, Hari Krishna Gadi, Yanfeng Zhang, Lu Liu, Yongliang Wang, Niclas Zeller, Daniel Cremers, Liqiu Meng

机构 * Huawei Riemann Lab（华为里emann实验室） ； Technische Universität München（技术大学慕尼黑） ； Hochschule Karlsruhe（卡尔斯鲁厄应用科学大学） 纠错

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

Comments Accepted to EMNLP 2025 (Main). This is the camera-ready/author version

Biology-Instructions: A Dataset and Benchmark for Multi-Omics Sequence Understanding Capability of Large Language Models

Haonan He, Yuchen Ren, Yining Tang, Ziyang Xu, Junxian Li, Minghao Yang, Di Zhang, Dong Yuan, Tao Chen, Shufei Zhang, Yuqiang Li, Nanqing Dong, Wanli Ouyang, Dongzhan Zhou, Peng Ye

机构 * Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） ； University of Science and Technology of China（中国科学技术大学） ； University of Sydney（悉尼大学） ； University of Toronto（多伦多大学） ； Chinese University of Hong Kong（香港中文大学） ； Shanghai Jiao Tong University（上海交通大学） ； Fudan University（复旦大学） ； Shanghai Innovation Institute（上海创新研究院） 纠错

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

Comments EMNLP 2025 findings

Unmasking Deceptive Visuals: Benchmarking Multimodal Large Language Models on Misleading Chart Question Answering

Zixin Chen, Sicheng Song, Kashun Shum, Yanna Lin, Rui Sheng, Weiqi Wang, Huamin Qu

机构 * The Hong Kong University of Science and Technology（香港科学与技术大学） 纠错

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

Comments 34 pages in total, EMNLP 2025

OptiChat: Bridging Optimization Models and Practitioners with Large Language Models

Hao Chen, Gonzalo Esteban Constante-Flores, Krishna Sri Ipsit Mantri, Sai Madhukiran Kompalli, Akshdeep Singh Ahluwalia, Can Li

机构 * Davidson School of Chemical Engineering（大卫逊化学工程学院） ； Purdue University（普渡大学） 纠错

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

Do Large Language Models Understand Word Senses?

Domenico Meconi, Simone Stirpe, Federico Martelli, Leonardo Lavalle, Roberto Navigli

机构 * Babelscape ； Sapienza University of Rome（罗马萨皮恩扎大学） 纠错

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

Comments 20 pages, to be published in EMNLP2025

Assessing Large Language Models on Islamic Legal Reasoning: Evidence from Inheritance Law Evaluation

Abdessalam Bouchekif, Samer Rashwani, Heba Sbahi, Shahd Gaben, Mutaz Al-Khatib, Mohammed Ghaly

机构 * Hamad Bin Khalifa University（哈马德·本·卡西姆大学） 纠错

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

Comments 10 pages, 7 Tables, Code: https://github.com/bouchekif/inheritance_evaluation

DaSAThco: Data-Aware SAT Heuristics Combinations Optimization via Large Language Models

Minyu Chen, Guoqiang Li

机构 * Minyu Chen, Guoqiang Li（作者） 纠错

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

Comments 11 pages