语言大模型 / LLM

MedOrchestra: A Hybrid Cloud-Local LLM Approach for Clinical Data Interpretation

Sihyeon Lee, Hyunjoo Song, Jong-chan Lee, Yoon Jin Lee, Boram Lee, Hee-Eon Lim, Dongyeong Kim, Jinwook Seo, Bohyoung Kim

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

Less Context, Same Performance: A RAG Framework for Resource-Efficient LLM-Based Clinical NLP

Satya Narayana Cheetirala, Ganesh Raut, Dhavalkumar Patel, Fabio Sanatana, Robert Freeman, Matthew A Levin, Girish N. Nadkarni, Omar Dawkins, Reba Miller, Randolph M. Steinhagen, Eyal Klang, Prem Timsina

机构 * Institute for Healthcare Delivery Science（医疗保健交付科学研究所） ； Department of Anesthesiology, Perioperative and Pain Medicine（麻醉学、围手术期医学和疼痛医学系） ； Hasso Plattner Institute for Digital Health（数字健康哈索·platzer研究所） ； Windreich Department of Artificial Intelligence and Human Health, Mount Sinai Medical Center, NY, USA（人工智能与人类健康威德里奇部门，辛辛那提医学中心，纽约，美国） ； Department of Surgery（外科系） ； Department of Surgery, Senior Quality Data Analyst – ISM（外科系，高级质量数据分析员 – ISM） ； Department of Surgery, Division of Quality and Patient Safety, All at Icahn School of Medicine at Mount Sinai, NY, USA（外科系，质量与患者安全分会，全部在辛辛那提医学院，纽约，美国） 纠错

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

CRAKEN: Cybersecurity LLM Agent with Knowledge-Based Execution

Minghao Shao, Haoran Xi, Nanda Rani, Meet Udeshi, Venkata Sai Charan Putrevu, Kimberly Milner, Brendan Dolan-Gavitt, Sandeep Kumar Shukla, Prashanth Krishnamurthy, Farshad Khorrami, Ramesh Karri, Muhammad Shafique

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

MeNTi: Bridging Medical Calculator and LLM Agent with Nested Tool Calling

Yakun Zhu, Shaohang Wei, Xu Wang, Kui Xue, Xiaofan Zhang, Shaoting Zhang

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

Comments NAACL 2025 main conference. Code and Dataset available at [https://github.com/shzyk/MENTI](https://github.com/shzyk/MENTI)

Tianyi: A Traditional Chinese Medicine all-rounder language model and its Real-World Clinical Practice

Zhi Liu, Tao Yang, Jing Wang, Yexin Chen, Zhan Gao, Jiaxi Yang, Kui Chen, Bingji Lu, Xiaochen Li, Changyong Luo, Yan Li, Xiaohong Gu, Peng Cao

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

Comments 23 pages, 4 figures, and 1 tables

MatterChat: A Multi-Modal LLM for Material Science

Yingheng Tang, Wenbin Xu, Jie Cao, Weilu Gao, Steve Farrell, Benjamin Erichson, Michael W. Mahoney, Andy Nonaka, Zhi Yao

机构 * Applied Mathematics and Computational Research Division, Lawrence Berkeley National Laboratory（劳伦斯伯克利国家实验室应用数学与计算研究部） ； National Energy Research Scientific Computing Center, Lawrence Berkeley National Laboratory（劳伦斯伯克利国家实验室国家能源研究科学计算中心） ； NSF National AI Institute for Student-AI Teaming, University of Colorado at Boulder（国家科学基金会学生-人工智能协同人工智能研究所，科罗拉多大学波德罗分校） ； Department of Electrical and Computer Engineering, The University of Utah（犹他大学电气与计算机工程系） ； Scientific Data Division, Lawrence Berkeley National Laboratory（劳伦斯伯克利国家实验室科学数据部） ； International Computer Science Institute, Berkeley, CA, USA（伯克利加州大学国际计算机科学研究所） ； Department of Statistics, University of California at Berkeley（伯克利加州大学统计学系） 纠错

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

Deep literature reviews: an application of fine-tuned language models to migration research

Stefano M. Iacus, Haodong Qi, Jiyoung Han

机构 * Harvard University, USA（哈佛大学） ； Malmö University, Sweden（马尔默大学） ； Stockholm University Demography Unit, Sweden（斯德哥尔摩大学人口单位） 纠错

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

Enhancing Multi-task Learning Capability of Medical Generalist Foundation Model via Image-centric Multi-annotation Data

Xun Zhu, Fanbin Mo, Zheng Zhang, Jiaxi Wang, Yiming Shi, Ming Wu, Chuang Zhang, Miao Li, Ji Wu

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

Psychological Health Knowledge-Enhanced LLM-based Social Network Crisis Intervention Text Transfer Recognition Method

Shurui Wu, Xinyi Huang, Dingxin Lu

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

Navigating the Future of Federated Recommendation Systems with Foundation Models

Zhiwei Li, Guodong Long, Chunxu Zhang, Honglei Zhang, Jing Jiang, Chengqi Zhang

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

Comments 11 pages, position paper, survey

A Hierarchical conv-LSTM and LLM Integrated Model for Holistic Stock Forecasting

Arya Chakraborty, Auhona Basu

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

Comments 8 pages, 2 figures, 2 tables

Journal ref International Journal for Research in Applied Science and Engineering Technology, Volume 13, Issue IV (2025) 246-254

Enhancing LLM-Based Text Classification in Political Science: Automatic Prompt Optimization and Dynamic Exemplar Selection for Few-Shot Learning

Menglin Liu, Ge Shi

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

Comments 46 pages, 15 figures

Beyond Label Attention: Transparency in Language Models for Automated Medical Coding via Dictionary Learning

John Wu, David Wu, Jimeng Sun

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

Comments https://aclanthology.org/2024.emnlp-main.500/

LLM Generated Persona is a Promise with a Catch

Ang Li, Haozhe Chen, Hongseok Namkoong, Tianyi Peng

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

Highlighting Case Studies in LLM Literature Review of Interdisciplinary System Science

Lachlan McGinness, Peter Baumgartner

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

Journal ref AI 2024: 37th Australasian Joint Conference on Artificial Intelligence, Melbourne, 2024

Prompt Sentiment: The Catalyst for LLM Change

Vishal Gandhi, Sagar Gandhi

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

LimTopic: LLM-based Topic Modeling and Text Summarization for Analyzing Scientific Articles limitations

Ibrahim Al Azhar, Venkata Devesh Reddy, Hamed Alhoori, Akhil Pandey Akella

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

Comments 12 pages, accepted at JCDL 2024 (The ACM/IEEE Joint Conference on Digital Libraries). This is a preprint version; the final version will be published in the ACM Digital Library

Exposing Product Bias in LLM Investment Recommendation

Yuhan Zhi, Xiaoyu Zhang, Longtian Wang, Shumin Jiang, Shiqing Ma, Xiaohong Guan, Chao Shen

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

Graph Retrieval-Augmented LLM for Conversational Recommendation Systems

Zhangchi Qiu, Linhao Luo, Zicheng Zhao, Shirui Pan, Alan Wee-Chung Liew

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

Comments Accepted by PAKDD 2025

LLM-Fusion: A Novel Multimodal Fusion Model for Accelerated Material Discovery

Onur Boyar, Indra Priyadarsini, Seiji Takeda, Lisa Hamada

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

Comments 4 pages, presented at AAAI 2025 Workshop on AI to Accelerating Science and Engineering (AI2ASE)

Chat Bankman-Fried: an Exploration of LLM Alignment in Finance

Claudia Biancotti, Carolina Camassa, Andrea Coletta, Oliver Giudice, Aldo Glielmo

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

SearchRAG: Can Search Engines Be Helpful for LLM-based Medical Question Answering?

Yucheng Shi, Tianze Yang, Canyu Chen, Quanzheng Li, Tianming Liu, Xiang Li, Ninghao Liu

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

Comments 8 pages, three figures

I don't trust you (anymore)! -- The effect of students' LLM use on Lecturer-Student-Trust in Higher Education

Simon Kloker, Matthew Bazanya, Twaha Kateete

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

Journal ref The Uganda Higher Education Review, 12(1), 74-90 (2024)

LawGPT: Knowledge-Guided Data Generation and Its Application to Legal LLM

Zhi Zhou, Kun-Yang Yu, Shi-Yu Tian, Xiao-Wen Yang, Jiang-Xin Shi, Pengxiao Song, Yi-Xuan Jin, Lan-Zhe Guo, Yu-Feng Li

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

Comments Preprint

PlotGen: Multi-Agent LLM-based Scientific Data Visualization via Multimodal Feedback

Kanika Goswami, Puneet Mathur, Ryan Rossi, Franck Dernoncourt

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

VeriFact: Verifying Facts in LLM-Generated Clinical Text with Electronic Health Records

Philip Chung, Akshay Swaminathan, Alex J. Goodell, Yeasul Kim, S. Momsen Reincke, Lichy Han, Ben Deverett, Mohammad Amin Sadeghi, Abdel-Badih Ariss, Marc Ghanem, David Seong, Andrew A. Lee, Caitlin E. Coombes, Brad Bradshaw, Mahir A. Sufian, Hyo Jung Hong, Teresa P. Nguyen, Mohammad R. Rasouli, Komal Kamra, Mark A. Burbridge, James C. McAvoy, Roya Saffary, Stephen P. Ma, Dev Dash, James Xie, Ellen Y. Wang, Clifford A. Schmiesing, Nigam Shah, Nima Aghaeepour

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

Comments 62 pages, 5 figures, 1 table, pre-print manuscript

Enhancing Financial Domain Adaptation of Language Models via Model Augmentation

Kota Tanabe, Masanori Hirano, Kazuki Matoya, Kentaro Imajo, Hiroki Sakaji, Itsuki Noda

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

HALoGEN: Fantastic LLM Hallucinations and Where to Find Them

Abhilasha Ravichander, Shrusti Ghela, David Wadden, Yejin Choi

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

Comments Preprint

CancerKG.ORG A Web-scale, Interactive, Verifiable Knowledge Graph-LLM Hybrid for Assisting with Optimal Cancer Treatment and Care

Michael Gubanov, Anna Pyayt, Aleksandra Karolak

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

Journal ref CIKM 2024, pp. 4497 - 4505

The Prompt Alchemist: Automated LLM-Tailored Prompt Optimization for Test Case Generation

Shuzheng Gao, Chaozheng Wang, Cuiyun Gao, Xiaoqian Jiao, Chun Yong Chong, Shan Gao, Michael Lyu

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