语言大模型 / LLM

Date Fragments: A Hidden Bottleneck of Tokenization for Temporal Reasoning

Gagan Bhatia, Maxime Peyrard, Wei Zhao

机构 * University of Aberdeen（阿伯丁大学） ； Université Grenoble Alpes & CNRS（格勒诺布尔阿尔卑斯大学及CNRS） 纠错

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

PEPS: Quantum-Inspired Reinforcement Learning for Coherent Reasoning Traces in LLMs

Venkat Margapuri, Garik Kazanjian, Naren Kosaraju

机构 * Department of Computing Sciences, Villanova University（计算机科学系，维拉诺瓦大学） 纠错

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

Choosing to Be Green: Advancing Green AI via Dynamic Model Selection

Emilio Cruciani, Roberto Verdecchia

机构 * European University of Rome, Italy（罗马欧洲大学） ； University of Florence, Italy（佛罗伦萨大学） 纠错

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

Comments 2nd Workshop on Green-Aware Artificial Intelligence (Green-Aware 2025). 9 pages, 1 figure

SteinerSQL: Graph-Guided Mathematical Reasoning for Text-to-SQL Generation

Xutao Mao, Tao Liu, Hongying Zan

机构 * Vanderbilt University（范德比大学） ； Zhengzhou University（郑州大学） 纠错

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

Comments Accept in Non-archival EMNLP 2025 MathNLP

Scent of Knowledge: Optimizing Search-Enhanced Reasoning with Information Foraging

Hongjin Qian, Zheng Liu

机构 * Beijing Academy of Artificial Intelligence（北京人工智能研究院） 纠错

专题命中 推理与问题求解 ：large language model(abstract)；language model(abstract)；分类 cs.CL

Comments Neurips 25, Spotlight

L-Mosaics and Bounded Join-Semilattices in Isabelle/HOL

Alessandro Linzi

专题命中 推理与问题求解 ：large language model(abstract)；language model(abstract)

The Conductor and the Engine: A Path Towards Co-Designed Reasoning

Yuanxin Wang, Pawel Filipczuk, Anisha Garg, Amaan Dhada, Mohammad Hassanpour, David Bick, Ganesh Venkatesh

机构 * Applied AI Research, Cerebras（应用人工智能研究，Cerebras） 纠错

专题命中 推理与问题求解 ：LLM(abstract)；分类 cs.AI

Compilation as Multi-Language Semantics

William J. Bowman

专题命中 推理与问题求解 ：language model(abstract)

Towards Visual Text Grounding of Multimodal Large Language Model

Ming Li, Ruiyi Zhang, Jian Chen, Chenguang Wang, Jiuxiang Gu, Yufan Zhou, Franck Dernoncourt, Wanrong Zhu, Tianyi Zhou, Tong Sun

机构 * Adobe Research（Adobe研究院） ； University of Maryland（马里兰大学） ； University at Buffalo（布法罗大学） 纠错

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

Scan-do Attitude: Towards Autonomous CT Protocol Management using a Large Language Model Agent

Xingjian Kang, Linda Vorberg, Andreas Maier, Alexander Katzmann, Oliver Taubmann

机构 * Pattern Recognition Lab, Friedrich-Alexander Universität Erlangen-Nürnberg（模式识别实验室，弗赖堡-艾尔朗根-纽伦堡大学） ； Computed Tomography, Siemens Healthineers（计算机断层扫描，西门子医疗） 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、cs.AI

Automated Item Neutralization for Non-Cognitive Scales: A Large Language Model Approach to Reducing Social-Desirability Bias

Sirui Wu, Daijin Yang

机构 * University of British Columbia（不列颠哥伦比亚大学） ； 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)；LLM(abstract)；分类 cs.CL、cs.AI

Comments Accepted for publication in NCME-AIME 2025

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

EndoBench: A Comprehensive Evaluation of Multi-Modal Large Language Models for Endoscopy Analysis

Shengyuan Liu, Boyun Zheng, Wenting Chen, Zhihao Peng, Zhenfei Yin, Jing Shao, Jiancong Hu, Yixuan Yuan

机构 * Chinese University of Hong Kong（中国香港大学） ； City University of Hong Kong（香港城市大学） ； University of Oxford（牛津大学） ； Shanghai AI Laboratory（上海人工智能实验室） ； The Sixth Affiliated Hospital, Sun Yat-sen University（中山大学第六附属医院） 纠错

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

Comments 40 pages, 22 figures; Accepted by NeurIPS 2025 Dataset and Benchmark Track

V-GameGym: Visual Game Generation for Code Large Language Models

Wei Zhang, Jack Yang, Renshuai Tao, Lingzheng Chai, Shawn Guo, Jiajun Wu, Xiaoming Chen, Ganqu Cui, Ning Ding, Xander Xu, Hu Wei, Bowen Zhou

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

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

Nano Bio-Agents (NBA): Small Language Model Agents for Genomics

George Hong, Daniel Trejo Banos

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

Large Language Models for Multilingual Previously Fact-Checked Claim Detection

Ivan Vykopal, Matúš Pikuliak, Simon Ostermann, Tatiana Anikina, Michal Gregor, Marián Šimko

机构 * Faculty of Information Technology, Brno University of Technology（布拉格技术大学信息学院） ； Kempelen Institute of Intelligent Technologies（智能技术研究所） ； German Research Center for Artificial Intelligence (DFKI)（德国人工智能研究中心） ； Centre for European Research in Trusted AI (CERTAIN)（可信人工智能欧洲研究中心） 纠错

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

Comments Accepted for the EMNLP 2025 Findings

Assertion Messages with Large Language Models (LLMs) for Code

Ahmed Aljohani, Anamul Haque Mollah, Hyunsook Do

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

Comments Accepted at Proceedings of the 2025 Evaluation and Assessment in Software Engineering (EASE '25)

MMSE-Calibrated Few-Shot Prompting for Alzheimer's Detection

Jana Sweidan, Mounim A. El-Yacoubi, Nasredine Semmar

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

SLM-Based Agentic AI with P-C-G: Optimized for Korean Tool Use

Changhyun Jeon, Jinhee Park, Jungwoo Choi, Keonwoo Kim, Jisu Kim, Minji Hong

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

TALEC: Teach Your LLM to Evaluate in Specific Domain with In-house Criteria by Criteria Division and Zero-shot Plus Few-shot

Kaiqi Zhang, Shuai Yuan, Honghan Zhao

机构 * ByteDance China（字节跳动中国） ； University of Electronic Science and Technology of China（电子科技大学） 纠错

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

Characterizing Knowledge Graph Tasks in LLM Benchmarks Using Cognitive Complexity Frameworks

Sara Todorovikj, Lars-Peter Meyer, Michael Martin

机构 * Chemnitz University of Technology, Germany（德累斯顿技术大学） 纠错

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

Comments peer reviewed publication at SEMANTiCS 2025 Poster Track

How Model Size, Temperature, and Prompt Style Affect LLM-Human Assessment Score Alignment

Julie Jung, Max Lu, Sina Chole Benker, Dogus Darici

机构 * Harvard Graduate School of Education（哈佛教育研究生院） ； Munster University（穆恩斯特大学） ； Institute of Anatomy and Neurobiology, University of Münster（解剖与神经生物学研究所，穆恩斯特大学） 纠错

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

Comments 9 pages, 4 figures, accepted at NCME AIME 2025

DSA, AIA, and LLMs: Approaches to conceptualizing and auditing moderation in LLM-based chatbots across languages and interfaces in the electoral contexts

Natalia Stanusch, Raziye Buse Cetin, Salvatore Romano, Miazia Schueler, Meret Baumgartner, Bastian August, Alexandra Rosca

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

LLM-Assisted Topic Reduction for BERTopic on Social Media Data

Wannes Janssens, Matthias Bogaert, Dirk Van den Poel

机构 * Ghent University（根特大学） 纠错

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

Comments 13 pages, 8 figures. To be published in the Post-Workshop proceedings of the ECML PKDD 2025 Conference

Exploration with Foundation Models: Capabilities, Limitations, and Hybrid Approaches

Remo Sasso, Michelangelo Conserva, Dominik Jeurissen, Paulo Rauber

机构 * School of Electronic Engineering and Computer Science（电子工程与计算机科学学院） 纠错

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

Comments 16 pages, 7 figures. Accepted for presentation at the 39th Conference on Neural Information Processing Systems (NeurIPS 2025) Workshop on the Foundations of Reasoning in Language Models (FoRLM)

Do Before You Judge: Self-Reference as a Pathway to Better LLM Evaluation

Wei-Hsiang Lin, Sheng-Lun Wei, Hen-Hsen Huang, Hsin-Hsi Chen

机构 * Department of Computer Science and Information Engineering（计算机科学与信息工程系） ； National Taiwan University（国立台湾大学） ； Institute of Information Science, Academia Sinica（学术院信息研究所） ； AI Research Center (AINTU)（人工智能研究中心） 纠错

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

Comments Accepted as a long findings paper at EMNLP 2025

A Foundation Chemical Language Model for Comprehensive Fragment-Based Drug Discovery

Alexander Ho, Sukyeong Lee, Francis T. F. Tsai

机构 * Advanced Technology Core for Macromolecular X-Ray Crystallography（宏分子X射线衍射先进技术核心） ； Verna and Marrs McLean Dept. of Biochemistry and Molecular Pharmacology（韦纳和玛里斯麦克莱恩生物化学与分子药理学系） ； Dept. of Molecular & Cellular Biology（分子与细胞生物学系） ； Dept. of Molecular Virology & Microbiology（分子病毒学与微生物学系） ； Baylor College of Medicine（贝勒医学院） 纠错

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

The Inadequacy of Offline LLM Evaluations: A Need to Account for Personalization in Model Behavior

Angelina Wang, Daniel E. Ho, Sanmi Koyejo

机构 * Cornell Tech（康奈尔科技） ； Stanford University（斯坦福大学） 纠错

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

Comments forthcoming in Patterns

CHURRO: Making History Readable with an Open-Weight Large Vision-Language Model for High-Accuracy, Low-Cost Historical Text Recognition

Sina J. Semnani, Han Zhang, Xinyan He, Merve Tekgürler, Monica S. Lam

机构 * Stanford University（斯坦福大学） 纠错

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

Comments EMNLP 2025