语言大模型 / LLM - arXivDaily 专题

2510.25908 2025-10-31 cs.AI 89%

SciTrust 2.0: A Comprehensive Framework for Evaluating Trustworthiness of Large Language Models in Scientific Applications

Emily Herron, Junqi Yin, Feiyi Wang

机构 * Oak Ridge National Laboratory（橡树岭国家实验室）

专题命中领域大模型：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.AI

Comments Preprint Submitted to ACM Transactions on AI for Science (TAIS)

2510.26498 2025-10-31 cs.CL 86%

A Multi-agent Large Language Model Framework to Automatically Assess Performance of a Clinical AI Triage Tool

Adam E. Flanders, Yifan Peng, Luciano Prevedello, Robyn Ball, Errol Colak, Prahlad Menon, George Shih, Hui-Ming Lin, Paras Lakhani

专题命中领域大模型：large language model(title)；language model(title)；LLM(abstract)；分类 cs.CL

Comments 29 pages, 3 figures, 4 tables

2510.26546 2025-10-31 cs.IR 85%

WeaveRec: An LLM-Based Cross-Domain Sequential Recommendation Framework with Model Merging

Min Hou, Xin Liu, Le Wu, Chenyi He, Hao Liu, Zhi Li, Xin Li, Si Wei

专题命中领域大模型：LLM(title,abstract)；large language model(abstract)；language model(abstract)

2510.26486 2025-10-31 cs.AI cs.IR cs.LG 81%

LINK-KG: LLM-Driven Coreference-Resolved Knowledge Graphs for Human Smuggling Networks

Dipak Meher, Carlotta Domeniconi, Guadalupe Correa-Cabrera

机构 * Department of Computer Science（计算机科学系）； George Mason University（乔治·梅森大学）； Schar School of Policy and Government（政策与政府学院）

专题命中领域大模型：LLM(title,abstract)；分类 cs.AI、cs.LG

Comments Accepted in ICKG 2025 Conference, 8 Pages, 2 Figures

2505.12371 2025-10-31 cs.AI cs.CL cs.LG cs.MA 80%

MedAgentBoard: Benchmarking Multi-Agent Collaboration with Conventional Methods for Diverse Medical Tasks

Yinghao Zhu, Ziyi He, Haoran Hu, Xiaochen Zheng, Xichen Zhang, Zixiang Wang, Junyi Gao, Liantao Ma, Lequan Yu

专题命中领域大模型：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI、cs.LG

Comments Accepted by NeurIPS 2025 Datasets & Benchmarks Track

2510.26715 2025-10-31 cs.LG 79%

LSM-MS2: A Foundation Model Bridging Spectral Identification and Biological Interpretation

Gabriel Asher, Devesh Shah, Amy A. Caudy, Luke Ferro, Lea Amar, Ana S. H. Costa, Thomas Patton, Niall O'Connor, Jennifer M. Campbell, Jack Geremia

机构 * Matterworks, Inc.（Matterworks公司）

专题命中领域大模型：foundation model(title,abstract)；分类 cs.LG

2510.26217 2025-10-31 q-fin.CP cs.AI math.OC 79%

Hybrid LLM and Higher-Order Quantum Approximate Optimization for CSA Collateral Management

Tao Jin, Stuart Florescu, Heyu, Jin

机构 * Pyligent AI ； Dept. of Computer & Mathematical Sciences, Caltech（计算机与数学科学系，加州理工学院）； Department of Economics, UCLA（经济学系，加州大学洛杉矶分校）

专题命中领域大模型：LLM(title,abstract)；分类 cs.AI

Comments 6 pages

2510.26703 2025-10-31 eess.IV cs.CV 78%

ProstNFound+: A Prospective Study using Medical Foundation Models for Prostate Cancer Detection

Paul F. R. Wilson, Mohamed Harmanani, Minh Nguyen Nhat To, Amoon Jamzad, Tarek Elghareb, Zhuoxin Guo, Adam Kinnaird, Brian Wodlinger, Purang Abolmaesumi, Parvin Mousavi

机构 * Queen’s University（女王大学）； University of British Columbia（不列颠哥伦比亚大学）； University of Alberta（阿尔伯塔大学）； Exact Imaging（Exact影像）

专题命中领域大模型：foundation model(title,abstract)

2510.26461 2025-10-31 cs.IR cs.LG 77%

Vectorized Context-Aware Embeddings for GAT-Based Collaborative Filtering

Danial Ebrat, Sepideh Ahmadian, Luis Rueda

专题命中领域大模型：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.LG

Journal ref Proceedings of the Canadian Conference on Artificial Intelligence (2025). https://caiac.pubpub.org/pub/ji8cbfbp

2510.26354 2025-10-31 cs.CL 77%

On the Role of Context for Discourse Relation Classification in Scientific Writing

Stephen Wan, Wei Liu, Michael Strube

机构 * CSIRO Sydney, Australia（澳大利亚悉尼CSIRO）； Heidelberg Institute for Theoretical Studies（海德堡理论研究所）

专题命中领域大模型：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL

Comments Accepted at Joint Sixth Workshop on Computational Approaches to Discourse, Context and Document-Level Inferences (CODI 2025) and Eighth Workshop on Computational Models of Reference, Anaphora and Coreference (CRAC 2025)

2506.13229 2025-10-31 cs.CL 77%

IGD: Token Decisiveness Modeling via Information Gain in LLMs for Personalized Recommendation

Zijie Lin, Yang Zhang, Xiaoyan Zhao, Fengbin Zhu, Fuli Feng, Tat-Seng Chua

机构 * National University of Singapore（新加坡国立大学）； The Chinese University of Hong Kong（香港中文大学）； University of Science and Technology of China（中国科学技术大学）

专题命中领域大模型：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL

2510.26402 2025-10-31 cs.AI cs.LG 73%

Autograder+: A Multi-Faceted AI Framework for Rich Pedagogical Feedback in Programming Education

Vikrant Sahu, Gagan Raj Gupta, Raghav Borikar, Nitin Mane

机构 * Indian Institute of Technology（印度理工学院）

专题命中领域大模型：large language model(abstract)；language model(abstract)；分类 cs.AI、cs.LG

2510.26353 2025-10-31 cs.LG 70%

Towards Explainable and Reliable AI in Finance

Albi Isufaj, Pablo Mollá, Helmut Prendinger

机构 * National Institute of Informatics Graduate University for Advanced Studies（日本信息处理研究所高级研究大学）

专题命中领域大模型：LLM(abstract)；foundation model(abstract)；分类 cs.LG

2510.26006 2025-10-31 cs.CV cs.CL 70%

CAVE: Detecting and Explaining Commonsense Anomalies in Visual Environments

Rishika Bhagwatkar, Syrielle Montariol, Angelika Romanou, Beatriz Borges, Irina Rish, Antoine Bosselut

机构 * EPFL（瑞士联邦理工学院）； MILA（蒙特利尔人工智能研究院）

专题命中领域大模型：language model(abstract)；prompting(abstract)；分类 cs.CL

Journal ref 2025 Conference on Empirical Methods in Natural Language Processing

2510.25623 2025-10-31 cs.CL 70%

Evaluating the Role of Verifiers in Test-Time Scaling for Legal Reasoning Tasks

Davide Romano, Jonathan Schwarz, Daniele Giofré

机构 * Thomson Reuters（汤姆森·路透）

专题命中领域大模型：large language model(abstract)；language model(abstract)；分类 cs.CL

Comments Accepted to EMNLP - NLLP Workshop

2510.23127 2025-10-31 cs.AI 70%

Lost in Tokenization: Context as the Key to Unlocking Biomolecular Understanding in Scientific LLMs

Kai Zhuang, Jiawei Zhang, Yumou Liu, Hanqun Cao, Chunbin Gu, Mengdi Liu, Zhangyang Gao, Zitong Jerry Wang, Xuanhe Zhou, Pheng-Ann Heng, Lijun Wu, Conghui He, Cheng Tan

机构 * Shanghai Artificial Intelligence Laboratory（上海人工智能实验室）； Westlake University（西交大学）； Shanghai Innovation Institute（上海创新研究院）； Shanghai Jiaotong University（上海交通大学）； The Chinese University of Hong Kong（香港中文大学）； Institute of Computing Technology, Chinese Academy of Sciences（中国科学院计算技术研究所）

专题命中领域大模型：large language model(abstract)；language model(abstract)；分类 cs.AI

Comments 38 pages, under review

2412.06791 2025-10-31 cs.IR cs.LG 70%

Enhancing Prediction Models with Reinforcement Learning

Karol Radziszewski, Piotr Ociepka

机构 * Warsaw University of Technology, Warsaw, Poland（华沙技术大学，波兰华沙）

专题命中领域大模型：large language model(abstract)；language model(abstract)；分类 cs.LG

Comments INRA 24: 12th International Workshop on News Recommendation and Analytics in Conjunction with ACM RecSys 2024

Journal ref Proceedings of the International Workshop on News Recommendation and Analytics co-located with the 2024 ACM Conference on Recommender Systems (RecSys 2024)

2510.26582 2025-10-31 cs.CV 67%

CATCH: A Modular Cross-domain Adaptive Template with Hook

Xinjin Li, Yulie Lu, Jinghan Cao, Yu Ma, Zhenglin Li, Yeyang Zhou

机构 * Columbia University, United States Shanghai Jiao Tong University, China San Francisco State University, United States Carnegie Mellon University, United States Texas A\&M University, College Station, United States University of California, San Diego, United States

专题命中领域大模型：large language model(abstract)；language model(abstract)

2410.01755 2025-10-31 q-bio.BM cs.LG 57%

Integrating Protein Sequence and Expression Level to Analysis Molecular Characterization of Breast Cancer Subtypes

Hossein Sholehrasa, Majid Jaberi-Douraki

机构 * Kansas State University（堪萨斯州立大学）

专题命中领域大模型：language model(abstract)；分类 cs.LG

2510.26151 2025-10-31 cs.CV cs.AI 57%

MV-MLM: Bridging Multi-View Mammography and Language for Breast Cancer Diagnosis and Risk Prediction

Shunjie-Fabian Zheng, Hyeonjun Lee, Thijs Kooi, Ali Diba

机构 * Department of Medicine I, LMU University Hospital, LMU Munich, Germany（慕尼黑大学医学部第一部门，LMU大学医院，慕尼黑，德国）； Lunit Inc.（Lunit公司）

专题命中领域大模型：language model(abstract)；分类 cs.AI

Comments Accepted to Computer Vision for Automated Medical Diagnosis (CVAMD) Workshop at ICCV 2025

2510.25914 2025-10-31 cs.AI 57%

FinOps Agent -- A Use-Case for IT Infrastructure and Cost Optimization

Ngoc Phuoc An Vo, Manish Kesarwani, Ruchi Mahindru, Chandrasekhar Narayanaswami