语言大模型 / LLM - arXivDaily 专题

2509.08829 2025-09-12 cs.CY cs.AI cs.IR 90%

PerFairX: Is There a Balance Between Fairness and Personality in Large Language Model Recommendations?

Chandan Kumar Sah

专题命中评测与基准：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；prompting(abstract)

Comments 10 pages, 5 figures. Accepted to the Workshop on Multimodal Continual Learning (MCL) at ICCV 2025. @2025 IEEE/CVF International Conference on Computer Vision Workshops (ICCVW), ICCV's 2025

2502.02787 2025-09-12 cs.CL cs.CR cs.CY cs.LG 90%

SimMark: A Robust Sentence-Level Similarity-Based Watermarking Algorithm for Large Language Models

Amirhossein Dabiriaghdam, Lele Wang

机构 * Department of ECE, University of British Columbia（电子工程系，不列颠哥伦比亚大学）

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

Comments Accepted to EMNLP 25 main

2509.08997 2025-09-12 cs.HC 89%

YouthSafe: A Youth-Centric Safety Benchmark and Safeguard Model for Large Language Models

Yaman Yu, Yiren Liu, Jacky Zhang, Yun Huang, Yang Wang

专题命中评测与基准：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)

Comments 15 pages, 4 figures

2509.09229 2025-09-12 cs.CL 88%

Reading Between the Lines: Classifying Resume Seniority with Large Language Models

Matan Cohen, Shira Shani, Eden Menahem, Yehudit Aperstein, Alexander Apartsin

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

Comments 5 pages, 3 figures

2506.19662 2025-09-12 physics.ed-ph 88%

Multimodal large language models and physics visual tasks: comparative analysis of performance and costs

Giulia Polverini, Bor Gregorcic

专题命中评测与基准：large language model(title,abstract)；language model(title,abstract)

2412.11538 2025-09-12 cs.CL cs.AI eess.AS 86%

MERaLiON-SpeechEncoder: Towards a Speech Foundation Model for Singapore and Beyond

Muhammad Huzaifah, Geyu Lin, Tianchi Liu, Hardik B. Sailor, Kye Min Tan, Tarun K. Vangani, Qiongqiong Wang, Jeremy H. M. Wong, Jinyang Wu, Nancy F. Chen, Ai Ti Aw

机构 * MERaLiON Team（MERaLiON团队）； Institute for Infocomm Research (I 2 R), A*STAR, Singapore（信息通信研究所（I2R），A*STAR，新加坡）

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

2411.17274 2025-09-12 cs.SE cs.CR 85%

CleanVul: Automatic Function-Level Vulnerability Detection in Code Commits Using LLM Heuristics

Yikun Li, Ting Zhang, Ratnadira Widyasari, Yan Naing Tun, Huu Hung Nguyen, Tan Bui, Ivana Clairine Irsan, Yiran Cheng, Xiang Lan, Han Wei Ang, Frank Liauw, Martin Weyssow, Hong Jin Kang, Eng Lieh Ouh, Lwin Khin Shar, David Lo

专题命中评测与基准：LLM(title,abstract)；large language model(abstract)；language model(abstract)

2509.09593 2025-09-12 cs.CL cs.AI 84%

Fluent but Unfeeling: The Emotional Blind Spots of Language Models

Bangzhao Shu, Isha Joshi, Melissa Karnaze, Anh C. Pham, Ishita Kakkar, Sindhu Kothe, Arpine Hovasapian, Mai ElSherief

机构 * Northeastern University（东北大学）； UC San Diego（加州大学圣地亚哥分校）； University of Massachusetts Amherst（马萨诸塞大学阿姆赫斯特分校）

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

Comments Camera-ready version for ICWSM 2026. First two authors contributed equally

2508.08535 2025-09-12 cs.NI cs.AI 83%

LLM-Driven Adaptive 6G-Ready Wireless Body Area Networks: Survey and Framework

Mohammad Jalili Torkamani, Negin Mahmoudi, Kiana Kiashemshaki

机构 * School of Computing, University of Nebraska--Lincoln（计算机学院，内布拉斯加大学林肯分校）； Department of Computer Science, Bowling Green State University（计算机科学系，博灵格林州立大学）

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

Comments 7 pages

2509.08865 2025-09-12 cs.SE 82%

TraceRAG: A LLM-Based Framework for Explainable Android Malware Detection and Behavior Analysis

Guangyu Zhang, Xixuan Wang, Shiyu Sun, Peiyan Xiao, Kun Sun, Yanhai Xiong

专题命中评测与基准：LLM(title)；large language model(abstract)；language model(abstract)

2509.06602 2025-09-12 cs.LG cs.AI 79%

Demo: Healthcare Agent Orchestrator (HAO) for Patient Summarization in Molecular Tumor Boards

Matthias Blondeel, Noel Codella, Sam Preston, Hao Qiu, Leonardo Schettini, Frank Tuan, Wen-wai Yim, Smitha Saligrama, Mert Öz, Shrey Jain, Matthew P. Lungren, Thomas Osborne

机构 * Microsoft Health and Life Sciences（微软健康与生命科学）

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

Comments 9 pages, 1 figure; Added missing co-authors and contributors

2509.09307 2025-09-12 cs.CV cs.AI cs.CL cs.MM 79%

Can Multimodal LLMs See Materials Clearly? A Multimodal Benchmark on Materials Characterization

Zhengzhao Lai, Youbin Zheng, Zhenyang Cai, Haonan Lyu, Jinpu Yang, Hongqing Liang, Yan Hu, Benyou Wang

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

2508.20655 2025-09-12 cs.CV cs.CL 77%

Improving Alignment in LVLMs with Debiased Self-Judgment

Sihan Yang, Chenhang Cui, Zihao Zhao, Yiyang Zhou, Weilong Yan, Ying Wei, Huaxiu Yao

机构 * Nanyang Technological University（南洋理工大学）； National University of Singapore（新加坡国立大学）； UNC-Chapel Hill（北卡罗来纳大学教堂山分校）

专题命中评测与基准：large language model(abstract)；language model(abstract)；instruction tuning(abstract)；分类 cs.CL

Comments EMNLP 2025 Findings

2509.09321 2025-09-12 cs.AI 77%

Towards Adaptive ML Benchmarks: Web-Agent-Driven Construction, Domain Expansion, and Metric Optimization

Hangyi Jia, Yuxi Qian, Hanwen Tong, Xinhui Wu, Lin Chen, Feng Wei

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

2509.09234 2025-09-12 cs.CL 77%

Agentic LLMs for Question Answering over Tabular Data

Rishit Tyagi, Mohit Gupta, Rahul Bouri

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

Comments Accepted at ACL workshop SemEval 2025

2509.09101 2025-09-12 cs.CL 77%

TigerCoder: A Novel Suite of LLMs for Code Generation in Bangla

Nishat Raihan, Antonios Anastasopoulos, Marcos Zampieri

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

2509.08960 2025-09-12 cs.CL 77%

BRoverbs -- Measuring how much LLMs understand Portuguese proverbs

Thales Sales Almeida, Giovana Kerche Bonás, João Guilherme Alves Santos

机构 * Institute of Computing, University of Campinas（计算研究所，坎皮纳斯大学）； Maritaca AI ； University of Campinas（坎皮纳斯大学）

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

2506.04077 2025-09-12 cs.CL cs.SD eess.AS 77%

A Novel Data Augmentation Approach for Automatic Speaking Assessment on Opinion Expressions

Chung-Chun Wang, Jhen-Ke Lin, Hao-Chien Lu, Hong-Yun Lin, Berlin Chen

机构 * National Taiwan Normal University（台湾国立台湾师范大学）

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

Comments submitted to the ISCA SLaTE-2025 Workshop

2509.08847 2025-09-12 cs.AI cs.CL cs.LG cs.SE 75%

Automated Unity Game Template Generation from GDDs via NLP and Multi-Modal LLMs

Amna Hassan

机构 * UET Taxila（塔希尔大学工程学院）

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

2411.13591 2025-09-12 cs.CV cs.AI cs.CL 73%

Improved GUI Grounding via Iterative Narrowing

Anthony Nguyen

机构 * Algoma University（阿尔戈马大学）

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

Comments Code available at https://github.com/ant-8/GUI-Grounding-via-Iterative-Narrowing

2509.09014 2025-09-12 cs.CV cs.CL 70%

COCO-Urdu: A Large-Scale Urdu Image-Caption Dataset with Multimodal Quality Estimation

Umair Hassan

机构 * Independent Researcher（独立研究者）

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

Comments 17 pages, 3 figures, 3 tables. Dataset available at https://huggingface.co/datasets/umairhassan02/urdu-translated-coco-captions-subset. Scripts and notebooks to reproduce results available at https://github.com/umair-hassan2/COCO-Urdu

2509.08538 2025-09-12 cs.CV cs.AI 70%

MESH -- Understanding Videos Like Human: Measuring Hallucinations in Large Video Models

Garry Yang, Zizhe Chen, Man Hon Wong, Haoyu Lei, Yongqiang Chen, Zhenguo Li, Kaiwen Zhou, James Cheng

机构 * The Chinese University of Hong Kong（香港中文大学）； Huawei Noah's Ark Lab（华为诺亚实验室）

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

2508.05710 2025-09-12 cs.SE cs.AI 70%

Klear-CodeTest: Scalable Test Case Generation for Code Reinforcement Learning

Jia Fu, Xinyu Yang, Hongzhi Zhang, Yahui Liu, Jingyuan Zhang, Qi Wang, Fuzheng Zhang, Guorui Zhou

机构 * Kuaishou Technology（快手科技）

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

Comments 21 pages, 11 figures

2502.01523 2025-09-12 cs.CL 70%

CondAmbigQA: A Benchmark and Dataset for Conditional Ambiguous Question Answering

Zongxi Li, Yang Li, Haoran Xie, S. Joe Qin

机构 * School of Data Science, Lingnan University（数据科学学院）； School of Science and Technology, Hong Kong Metropolitan University（科技学院）

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

Comments Accepted by EMNLP 2025 (Main Conference)

2509.09396 2025-09-12 cs.LG cs.AI cs.CL 67%

LLMs Don't Know Their Own Decision Boundaries: The Unreliability of Self-Generated Counterfactual Explanations

Harry Mayne, Ryan Othniel Kearns, Yushi Yang, Andrew M. Bean, Eoin Delaney, Chris Russell, Adam Mahdi

机构 * University of Oxford（牛津大学）； Trinity College Dublin（都柏林三一学院）

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

Comments Accepted to EMNLP 2025 Main

2509.09254 2025-09-12 cs.CV cs.MM 67%

Towards Better Dental AI: A Multimodal Benchmark and Instruction Dataset for Panoramic X-ray Analysis

Jing Hao, Yuxuan Fan, Yanpeng Sun, Kaixin Guo, Lizhuo Lin, Jinrong Yang, Qi Yong H. Ai, Lun M. Wong, Hao Tang, Kuo Feng Hung

机构 * Faculty of Dentistry, The University of Hong Kong（香港大学牙科学院）； The Hong Kong University of Science and Technology (GZ)（香港科学与技术大学）； National University of Singapore（新加坡国立大学）； CVTE ； Sun Yat-sen University（孙中山大学）； Department of Diagnostic Radiology, The University of Hong Kong（香港大学放射科）； Imaging and Interventional Radiology, Faculty of Medicine, The Chinese University of Hong Kong（香港中文大学医学院影像与介入放射科）； School of Computer Science, Peking University（北京大学计算机科学系）

专题命中评测与基准：language model(abstract)；SFT(abstract)

Comments 40 pages, 26 figures, 9 tables

2509.09160 2025-09-12 cs.CL cs.AI 62%

Target-oriented Multimodal Sentiment Classification with Counterfactual-enhanced Debiasing

Zhiyue Liu, Fanrong Ma, Xin Ling

机构 * School of Computer, Electronics and Information（计算机、电子与信息学院）； Guangxi University（广西大学）； Guangxi Key Laboratory of Multimedia Communications（广西多媒体通信与网络技术重点实验室）； School of Sociology and Anthropology（社会学与人类学学院）； Sun Yat-sen University（中山大学）

专题命中评测与基准：prompting(abstract)；分类 cs.CL、cs.AI

Comments Accepted by the IEEE International Conference on Multimedia and Expo (ICME 2025). © 2025 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses

2509.09680 2025-09-12 cs.CV cs.CL 57%

FLUX-Reason-6M & PRISM-Bench: A Million-Scale Text-to-Image Reasoning Dataset and Comprehensive Benchmark

Rongyao Fang, Aldrich Yu, Chengqi Duan, Linjiang Huang, Shuai Bai, Yuxuan Cai, Kun Wang, Si Liu, Xihui Liu, Hongsheng Li

机构 * CUHK（香港中文大学）； HKU（香港大学）； BUAA（北京航空航天大学）； Alibaba（阿里巴巴）

专题命中评测与基准：language model(abstract)；分类 cs.CL

Comments Project page: https://flux-reason-6m.github.io/

2509.08907 2025-09-12 cs.CL 57%

Automated Evidence Extraction and Scoring for Corporate Climate Policy Engagement: A Multilingual RAG Approach

Imene Kolli, Ario Saeid Vaghefi, Chiara Colesanti Senni, Shantam Raj, Markus Leippold

机构 * University of Zurich, Department of Finance（苏黎世大学金融系）； University of Zurich, Department of Informatics（苏黎世大学信息学系）； Swiss Finance Institute（瑞士金融研究所）

专题命中评测与基准：prompting(abstract)；分类 cs.CL

2406.04493 2025-09-12 cs.CV cs.CL 57%

ReceiptSense: Beyond Traditional OCR -- A Dataset for Receipt Understanding

Abdelrahman Abdallah, Mohamed Mounis, Mahmoud Abdalla, Mahmoud SalahEldin Kasem, Mohamed Mahmoud, Ibrahim Abdelhalim, Mohamed Elkasaby, Yasser ElBendary, Adam Jatowt

机构 * Innsbruck University（因斯布鲁克大学）； High Institute for Computers（计算机与管理信息高级学院）； Chungbuk National University（Chungbuk国立大学）； Louisville University（路易斯维尔大学）； University of Innsbruck（因斯布鲁克大学）

专题命中评测与基准：LLM(abstract)；分类 cs.CL

1. 评测与基准 36 篇

PerFairX: Is There a Balance Between Fairness and Personality in Large Language Model Recommendations?

SimMark: A Robust Sentence-Level Similarity-Based Watermarking Algorithm for Large Language Models

YouthSafe: A Youth-Centric Safety Benchmark and Safeguard Model for Large Language Models

Reading Between the Lines: Classifying Resume Seniority with Large Language Models

Multimodal large language models and physics visual tasks: comparative analysis of performance and costs

MERaLiON-SpeechEncoder: Towards a Speech Foundation Model for Singapore and Beyond

CleanVul: Automatic Function-Level Vulnerability Detection in Code Commits Using LLM Heuristics

Fluent but Unfeeling: The Emotional Blind Spots of Language Models

LLM-Driven Adaptive 6G-Ready Wireless Body Area Networks: Survey and Framework

TraceRAG: A LLM-Based Framework for Explainable Android Malware Detection and Behavior Analysis

Demo: Healthcare Agent Orchestrator (HAO) for Patient Summarization in Molecular Tumor Boards

Can Multimodal LLMs See Materials Clearly? A Multimodal Benchmark on Materials Characterization

Improving Alignment in LVLMs with Debiased Self-Judgment

Towards Adaptive ML Benchmarks: Web-Agent-Driven Construction, Domain Expansion, and Metric Optimization

Agentic LLMs for Question Answering over Tabular Data

TigerCoder: A Novel Suite of LLMs for Code Generation in Bangla

BRoverbs -- Measuring how much LLMs understand Portuguese proverbs

A Novel Data Augmentation Approach for Automatic Speaking Assessment on Opinion Expressions

Automated Unity Game Template Generation from GDDs via NLP and Multi-Modal LLMs

Improved GUI Grounding via Iterative Narrowing

COCO-Urdu: A Large-Scale Urdu Image-Caption Dataset with Multimodal Quality Estimation

MESH -- Understanding Videos Like Human: Measuring Hallucinations in Large Video Models

Klear-CodeTest: Scalable Test Case Generation for Code Reinforcement Learning

CondAmbigQA: A Benchmark and Dataset for Conditional Ambiguous Question Answering

LLMs Don't Know Their Own Decision Boundaries: The Unreliability of Self-Generated Counterfactual Explanations

Towards Better Dental AI: A Multimodal Benchmark and Instruction Dataset for Panoramic X-ray Analysis

Target-oriented Multimodal Sentiment Classification with Counterfactual-enhanced Debiasing

FLUX-Reason-6M & PRISM-Bench: A Million-Scale Text-to-Image Reasoning Dataset and Comprehensive Benchmark

Automated Evidence Extraction and Scoring for Corporate Climate Policy Engagement: A Multilingual RAG Approach

ReceiptSense: Beyond Traditional OCR -- A Dataset for Receipt Understanding