语言大模型 / LLM

A Survey on Training-free Alignment of Large Language Models

Birong Pan, Yongqi Li, Weiyu Zhang, Wenpeng Lu, Mayi Xu, Shen Zhou, Yuanyuan Zhu, Ming Zhong, Tieyun Qian

机构 * School of Computer Science, Wuhan University, Wuhan, China（武汉大学计算机学院） ； Faculty of Computer Science and Technology, Qilu University of Technology, Shandong, China（青岛科技大学计算机科学与技术学院） ； Zhongguancun Academy, Beijing, China（中关村学院） 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.LG

Comments Accepted to EMNLP 2025 (findings), camera-ready version

CAT: Causal Attention Tuning For Injecting Fine-grained Causal Knowledge into Large Language Models

Kairong Han, Wenshuo Zhao, Ziyu Zhao, JunJian Ye, Lujia Pan, Kun Kuang

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 to EMNLP2025 Main conference

Icon$^{2}$: Aligning Large Language Models Using Self-Synthetic Preference Data via Inherent Regulation

Qiyuan Chen, Hongsen Huang, Qian Shao, Jiahe Chen, Jintai Chen, Hongxia Xu, Renjie Hua, Ren Chuan, Jian Wu

机构 * Zhejiang University（浙江大学） ； Soochow Securities Co.,Ltd.（苏州证券有限公司） ； HKUST(GZ)（香港科技大学（广州）） ； Nanjing University（南京大学） 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 EMNLP 2025 Main

ForensicsData: A Digital Forensics Dataset for Large Language Models

Youssef Chakir, Iyad Lahsen-Cherif

机构 * INPT, CS department, Rabat, Morocco（INPT计算机科学系，摩洛哥拉巴特） 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 to WiMob 2025 (21st International Conference on Wireless and Mobile Computing, Networking and Communications), Marrakesh, Morocco, Oct 20-22, 2025. 6 pages, 5 figures, 5 tables. IEEEtran conference format

Large Language Model-Driven Dynamic Assessment of Grammatical Accuracy in English Language Learner Writing

Timur Jaganov, John Blake, Julián Villegas, Nicholas Carr

机构 * National Institute of Standards（国家标准 institute） ； Department of Physics, Colorado State University（物理系，科罗拉多州立大学） ； Electrical Engineering Department, University of Colorado（电气工程系，科罗拉多大学） 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 15 pages, 8 Figures. This work has been submitted to the IEEE for possible publication

Journal ref IEEE ACCESS, 2025, Volume 13, pp. 151538-151550

CMPhysBench: A Benchmark for Evaluating Large Language Models in Condensed Matter Physics

Weida Wang, Dongchen Huang, Jiatong Li, Tengchao Yang, Ziyang Zheng, Di Zhang, Dong Han, Benteng Chen, Binzhao Luo, Zhiyu Liu, Kunling Liu, Zhiyuan Gao, Shiqi Geng, Wei Ma, Jiaming Su, Xin Li, Shuchen Pu, Yuhan Shui, Qianjia Cheng, Zhihao Dou, Dongfei Cui, Changyong He, Jin Zeng, Zeke Xie, Mao Su, Dongzhan Zhou, Yuqiang Li, Wanli Ouyang, Yunqi Cai, Xi Dai, Shufei Zhang, Lei Bai, Jinguang Cheng, Zhong Fang, Hongming Weng

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 29 pages, 7 figures

LongReasonArena: A Long Reasoning Benchmark for Large Language Models

Jiayu Ding, Shuming Ma, Lei Cui, Nanning Zheng, Furu Wei

机构 * IAIR, Xi’an Jiaotong University（IAIR，西安交通大学） 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

Should LLMs be WEIRD? Exploring WEIRDness and Human Rights in Large Language Models

Ke Zhou, Marios Constantinides, Daniele Quercia

机构 * Nokia Bell Labs（诺基亚贝尔实验室） 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 This paper has been accepted in AIES 2025

Breaking the Trade-Off Between Faithfulness and Expressiveness for Large Language Models

Chenxu Yang, Qingyi Si, Zheng Lin

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

Theory of Mind in Large Language Models: Assessment and Enhancement

Ruirui Chen, Weifeng Jiang, Chengwei Qin, Cheston Tan

机构 * Agency for Science Technology and Research (A*STAR)（科技研究局） ； Nanyang Technological University（南洋理工大学） ； Hong Kong University of Science and Technology (Guangzhou) China（香港科学与技术大学（广州）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 Accepted to ACL 2025 main conference

Large Language Models Meet NLP: A Survey

Libo Qin, Qiguang Chen, Xiachong Feng, Yang Wu, Yongheng Zhang, Yinghui Li, Min Li, Wanxiang Che, Philip S. Yu

机构 * School of Computer Science（计算机科学学院） ； Engineering, Central South University（工程学院，中南大学） ； Research Center for Social Computing（社会计算研究中心） ； Interactive Robotics, Harbin Institute of Technology（交互机器人研究，哈尔滨工业大学） ； Department of Computer Science, University of Hong Kong（计算机科学系，香港大学） ； Shenzhen International Graduate School, Tsinghua University（深圳国际研究生院，清华大学） ； Department of Computer Science, University of Illinons at Chicago（计算机科学系，伊利诺伊大学香槟分校） 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

Comments The article has been accepted by Frontiers of Computer Science (FCS), with the DOI: {10.1007/s11704-025-50472-3}

Harnessing Large Language Models for Disaster Management: A Survey

Zhenyu Lei, Yushun Dong, Weiyu Li, Rong Ding, Qi Wang, Jundong Li

机构 * University of Virginia（弗吉尼亚大学） ； Florida State University（佛罗里达州立大学） ； 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)；分类 cs.CL、cs.LG

CEQuest: Benchmarking Large Language Models for Construction Estimation

Yanzhao Wu, Lufan Wang, Rui Liu

机构 * Florida International University（佛罗里达国际大学） ； University of Florida（佛罗里达大学） 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

Persuasiveness and Bias in LLM: Investigating the Impact of Persuasiveness and Reinforcement of Bias in Language Models

Saumya Roy

机构 * Department of Mathematics and Computer Science（数学与计算机科学系） ； Data and Artificial Intelligence Research Group（数据与人工智能研究组） 纠错

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

Unveiling Trust in Multimodal Large Language Models: Evaluation, Analysis, and Mitigation

Yichi Zhang, Yao Huang, Yifan Wang, Yitong Sun, Chang Liu, Zhe Zhao, Zhengwei Fang, Huanran Chen, Xiao Yang, Xingxing Wei, Hang Su, Yinpeng Dong, Jun Zhu

机构 * Department of Computer Science and Technology, College of AI, Institute for AI, Tsinghua-Bosch Joint ML Center, THBI Lab, BNRist Center, Tsinghua University（计算机科学与技术系、人工智能学院、人工智能研究所、清华-博世联合机器学习中心、THBI实验室、BNRist中心、清华大学） ； Institute of Artificial Intelligence, Beihang University（人工智能研究院、北航） ； RealAI 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 For Appendix, please refer to arXiv:2406.07057

Sadeed: Advancing Arabic Diacritization Through Small Language Model

Zeina Aldallal, Sara Chrouf, Khalil Hennara, Mohamed Motaism Hamed, Muhammad Hreden, Safwan AlModhayan

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

Large Language Models for Automated Literature Review: An Evaluation of Reference Generation, Abstract Writing, and Review Composition

Xuemei Tang, Xufeng Duan, Zhenguang G. Cai

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 12 pages, 5 figures, 5 tables, Accepted by EMNLP 2025 Main Conference

An Explainable Transformer-based Model for Phishing Email Detection: A Large Language Model Approach

Mohammad Amaz Uddin, Md Mahiuddin, Iqbal H. Sarker

机构 * Department of Computer Science and Engineering, BGC Trust University Bangladesh（Bangladesh BGC Trust 大学 计算机科学与工程系） ； Department of Computer Science and Engineering, International Islamic University Chittagong（Bangladesh 国际伊斯兰大学 昌德加荣分校 计算机科学与工程系） ； Centre for Securing Digital Futures, School of Science, Edith Cowan University（澳大利亚 埃德温·考文大学 科学学院 安全数字未来中心） 纠错

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

AdEval: Alignment-based Dynamic Evaluation to Mitigate Data Contamination in Large Language Models

Yang Fan

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 There are serious academic problems in this paper, such as data falsification and plagiarism in the method of the paper

Investigating Intersectional Bias in Large Language Models using Confidence Disparities in Coreference Resolution

Falaah Arif Khan, Nivedha Sivakumar, Yinong Oliver Wang, Katherine Metcalf, Cezanne Camacho, Barry-John Theobald, Luca Zappella, Nicholas Apostoloff

机构 * Apple（苹果公司） 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

Are All Prompt Components Value-Neutral? Understanding the Heterogeneous Adversarial Robustness of Dissected Prompt in Large Language Models

Yujia Zheng, Tianhao Li, Haotian Huang, Tianyu Zeng, Jingyu Lu, Chuangxin Chu, Yuekai Huang, Ziyou Jiang, Qian Xiong, Yuyao Ge, Mingyang Li

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

Do They Understand Them? An Updated Evaluation on Nonbinary Pronoun Handling in Large Language Models

Xushuo Tang, Yi Ding, Zhengyi Yang, Yin Chen, Yongrui Gu, Wenke Yang, Mingchen Ju, Xin Cao, Yongfei Liu, Wenjie Zhang

机构 * The University of New South Wales（新南威尔士大学） ； University of Technology Sydney（技术大学悉尼分校） ； Euler 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

Past Meets Present: Creating Historical Analogy with Large Language Models

Nianqi Li, Siyu Yuan, Jiangjie Chen, Jiaqing Liang, Feng Wei, Zujie Liang, Deqing Yang, Yanghua Xiao

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 to ACL 2025 (Outstanding Paper Award)

Intersectional Bias in Japanese Large Language Models from a Contextualized Perspective

Hitomi Yanaka, Xinqi He, Jie Lu, Namgi Han, Sunjin Oh, Ryoma Kumon, Yuma Matsuoka, Katsuhiko Watabe, Yuko Itatsu

机构 * The University of Tokyo（东京大学） ； Riken（理化学研究所） ； Rikkyo University（立命馆大学） ； Softbank corp.（软银公司） 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 to the 6th Workshop on Gender Bias in Natural Language Processing (GeBNLP2025) at ACL2025

GOAT-SLM: A Spoken Language Model with Paralinguistic and Speaker Characteristic Awareness

Hongjie Chen, Zehan Li, Yaodong Song, Wenming Deng, Yitong Yao, Yuxin Zhang, Hang Lv, Xuechao Zhu, Jian Kang, Jie Lian, Jie Li, Chao Wang, Shuangyong Song, Yongxiang Li, Zhongjiang He, Xuelong Li

机构 * Institute of Artificial Intelligence (TeleAI), China Telecom, China（人工智能研究所（TeleAI），中国电信，中国） 纠错

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

Metaphor and Large Language Models: When Surface Features Matter More than Deep Understanding

Elisa Sanchez-Bayona, Rodrigo Agerri

机构 * HiTZ Center - Ixa University of the Basque Country UPV/EHU（希茨中心-ixa巴斯克大学UPV/EHU） 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

ChronoSense: Exploring Temporal Understanding in Large Language Models with Time Intervals of Events

Duygu Sezen Islakoglu, Jan-Christoph Kalo

机构 * Utrecht University（乌特勒支大学） ； 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)；分类 cs.CL、cs.LG

Comments Accepted to ACL 2025. Results on a larger test set. 13 pages, 2 figures

Evaluating Multimodal Large Language Models on Educational Textbook Question Answering

Hessa A. Alawwad, Anas Zafar, Areej Alhothali, Usman Naseem, Ali Alkhathlan, Amani Jamal

机构 * Faculty of Computing and Information Technology（计算与信息科技学院） ； King Abdulaziz University（阿卜杜勒阿齐兹大学） ； FAST School of Computing（快速计算学院） ； National University of Computer and Emerging Sciences（国家计算机与新兴科学大学） ； School of Computing（计算学院） ； Macquarie University（麦考瑞大学） ； Center of Research Excellence in AI and Data Science（人工智能与数据科学卓越研究中心） 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

Comments 8 Pages

Evaluating Implicit Bias in Large Language Models by Attacking From a Psychometric Perspective

Yuchen Wen, Keping Bi, Wei Chen, Jiafeng Guo, Xueqi Cheng

机构 * State Key Laboratory of AI Safety, Institute of Computing Technology, Chinese Academy of Sciences（中国科学院人工智能安全国家重点实验室，计算技术研究所） ； Key Laboratory of Network Data Science and Technology, Institute of Computing Technology, Chinese Academy of Sciences（中国科学院网络数据科学与技术重点实验室，计算技术研究所） ； University of Chinese Academy of Sciences（中国科学院大学） 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 Accepted to ACL 2025 Findings

A Survey on Model Extraction Attacks and Defenses for Large Language Models

Kaixiang Zhao, Lincan Li, Kaize Ding, Neil Zhenqiang Gong, Yue Zhao, Yushun Dong

机构 * University of Notre Dame（圣约翰大学） ； Florida State University（佛罗里达州立大学） ； Northwestern University（西北大学） ； Duke University（杜克大学） ； University of Southern California（南加州大学） 纠错

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