语言大模型 / LLM

SynthFM: Training Modality-agnostic Foundation Models for Medical Image Segmentation without Real Medical Data

Sourya Sengupta, Satrajit Chakrabarty, Keerthi Sravan Ravi, Gopal Avinash, Ravi Soni

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

Pre-trained Language Models and Few-shot Learning for Medical Entity Extraction

Xiaokai Wang, Guiran Liu, Binrong Zhu, Jacky He, Hongye Zheng, Hanlu Zhang

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

A Self-Supervised Paradigm for Data-Efficient Medical Foundation Model Pre-training: V-information Optimization Framework

Wenxuan Yang, Hanyu Zhang, Weimin Tan, Yuqi Sun, Bo Yan

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

Social Science Is Necessary for Operationalizing Socially Responsible Foundation Models

Adam Davies, Elisa Nguyen, Michael Simeone, Erik Johnston, Martin Gubri

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

LaViC: Adapting Large Vision-Language Models to Visually-Aware Conversational Recommendation

Hyunsik Jeon, Satoshi Koide, Yu Wang, Zhankui He, Julian McAuley

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

Fragile Mastery: Are Domain-Specific Trade-Offs Undermining On-Device Language Models?

Basab Jha, Firoj Paudel

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

Comments 14 Pages, 5 figures

Leveraging Language Models for Analyzing Longitudinal Experiential Data in Education

Ahatsham Hayat, Bilal Khan, Mohammad Rashedul Hasan

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

Improving Speech Recognition Accuracy Using Custom Language Models with the Vosk Toolkit

Aniket Abhishek Soni

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

Comments 10 pages, 7 figures, includes workflow diagram, accuracy and WER comparisons, spectrograms, and model evaluation

CLAIMCHECK: How Grounded are LLM Critiques of Scientific Papers?

Jiefu Ou, William Gantt Walden, Kate Sanders, Zhengping Jiang, Kaiser Sun, Jeffrey Cheng, William Jurayj, Miriam Wanner, Shaobo Liang, Candice Morgan, Seunghoon Han, Weiqi Wang, Chandler May, Hannah Recknor, Daniel Khashabi, Benjamin Van Durme

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

Paving the way for scientific foundation models: enhancing generalization and robustness in PDEs with constraint-aware pre-training

Amin Totounferoush, Serge Kotchourko, Michael W. Mahoney, Steffen Staab

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

Comments pre-print, 31 pages

Exploring the Reliability of Self-explanation and its Relationship with Classification in Language Model-driven Financial Analysis

Han Yuan, Li Zhang, Zheng Ma

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

R.U.Psycho? Robust Unified Psychometric Testing of Language Models

Julian Schelb, Orr Borin, David Garcia, Andreas Spitz

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

Towards Graph Foundation Models: A Transferability Perspective

Yuxiang Wang, Wenqi Fan, Suhang Wang, Yao Ma

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

Multimodal Foundation Models for Material Property Prediction and Discovery

Viggo Moro, Charlotte Loh, Rumen Dangovski, Ali Ghorashi, Andrew Ma, Zhuo Chen, Samuel Kim, Peter Y. Lu, Thomas Christensen, Marin Soljačić

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

Comments 12 pages, 4 figures

Journal ref Newton, Volume 1, Issue 1, 100016 (2025) Newton, Volume 1, Issue 1, 100016 (2025) Newton, Volume 1, Issue 1, 100016 (2025)

Simulating Influence Dynamics with LLM Agents

Mehwish Nasim, Syed Muslim Gilani, Amin Qasmi, Usman Naseem

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

Universal Actions for Enhanced Embodied Foundation Models

Jinliang Zheng, Jianxiong Li, Dongxiu Liu, Yinan Zheng, Zhihao Wang, Zhonghong Ou, Yu Liu, Jingjing Liu, Ya-Qin Zhang, Xianyuan Zhan

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

Comments CVPR 2025

Multi-Attribute Multi-Grained Adaptation of Pre-Trained Language Models for Text Understanding from Bayesian Perspective

You Zhang, Jin Wang, Liang-Chih Yu, Dan Xu, Xuejie Zhang

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

Comments Extended version accepted by AAAI 2025

From Idea to CAD: A Language Model-Driven Multi-Agent System for Collaborative Design

Felix Ocker, Stefan Menzel, Ahmed Sadik, Thiago Rios

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

Comments 11 pages, 3 figures

Decoupling the components of geometric understanding in Vision Language Models

Eliza Kosoy, Annya Dahmani, Andrew K. Lampinen, Iulia M. Comsa, Soojin Jeong, Ishita Dasgupta, Kelsey Allen

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

Comments 8 pages

FlexiFly: Interfacing the Physical World with Foundation Models Empowered by Reconfigurable Drone Systems

Minghui Zhao, Junxi Xia, Kaiyuan Hou, Yanchen Liu, Stephen Xia, Xiaofan Jiang

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

Comments This paper is accepted by ACM SenSys 2025. The published version is https://doi.org/10.1145/3715014.3722081 in ACM Digital Library

MedHEval: Benchmarking Hallucinations and Mitigation Strategies in Medical Large Vision-Language Models

Aofei Chang, Le Huang, Parminder Bhatia, Taha Kass-Hout, Fenglong Ma, Cao Xiao

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

Comments Preprint, under review

Language Model Mapping in Multimodal Music Learning: A Grand Challenge Proposal

Daniel Chin, Gus Xia

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

Foundation Models -- A Panacea for Artificial Intelligence in Pathology?

Nita Mulliqi, Anders Blilie, Xiaoyi Ji, Kelvin Szolnoky, Henrik Olsson, Sol Erika Boman, Matteo Titus, Geraldine Martinez Gonzalez, Julia Anna Mielcarz, Masi Valkonen, Einar Gudlaugsson, Svein R. Kjosavik, José Asenjo, Marcello Gambacorta, Paolo Libretti, Marcin Braun, Radzislaw Kordek, Roman Łowicki, Kristina Hotakainen, Päivi Väre, Bodil Ginnerup Pedersen, Karina Dalsgaard Sørensen, Benedicte Parm Ulhøi, Pekka Ruusuvuori, Brett Delahunt, Hemamali Samaratunga, Toyonori Tsuzuki, Emilius A. M. Janssen, Lars Egevad, Martin Eklund, Kimmo Kartasalo

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

Comments 50 pages, 15 figures and an appendix (study protocol) which is previously published, see https://doi.org/10.1101/2024.07.04.24309948; updated authors list format

MedForge: Building Medical Foundation Models Like Open Source Software Development

Zheling Tan, Kexin Ding, Jin Gao, Mu Zhou, Dimitris Metaxas, Shaoting Zhang, Dequan Wang

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

Specialized curricula for training vision-language models in retinal image analysis

Robbie Holland, Thomas R. P. Taylor, Christopher Holmes, Sophie Riedl, Julia Mai, Maria Patsiamanidi, Dimitra Mitsopoulou, Paul Hager, Philip Müller, Hendrik P. N. Scholl, Hrvoje Bogunović, Ursula Schmidt-Erfurth, Daniel Rueckert, Sobha Sivaprasad, Andrew J. Lotery, Martin J. Menten

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

Comments Under review at npj Digital Medicine

ESPnet-SpeechLM: An Open Speech Language Model Toolkit

Jinchuan Tian, Jiatong Shi, William Chen, Siddhant Arora, Yoshiki Masuyama, Takashi Maekaku, Yihan Wu, Junyi Peng, Shikhar Bharadwaj, Yiwen Zhao, Samuele Cornell, Yifan Peng, Xiang Yue, Chao-Han Huck Yang, Graham Neubig, Shinji Watanabe

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

Triad: Vision Foundation Model for 3D Magnetic Resonance Imaging

Shansong Wang, Mojtaba Safari, Qiang Li, Chih-Wei Chang, Richard LJ Qiu, Justin Roper, David S. Yu, Xiaofeng Yang

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

iTRI-QA: a Toolset for Customized Question-Answer Dataset Generation Using Language Models for Enhanced Scientific Research

Qiming Liu, Zhongzheng Niu, Siting Liu, Mao Tian

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

Comments 13 pages, 3 figures

CitaLaw: Enhancing LLM with Citations in Legal Domain

Kepu Zhang, Weijie Yu, Sunhao Dai, Jun Xu

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

Learning a High-quality Robotic Wiping Policy Using Systematic Reward Analysis and Visual-Language Model Based Curriculum

Yihong Liu, Dongyeop Kang, Sehoon Ha

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