{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,15]],"date-time":"2026-01-15T23:25:20Z","timestamp":1768519520281,"version":"3.49.0"},"reference-count":24,"publisher":"IEEE","license":[{"start":{"date-parts":[[2025,12,14]],"date-time":"2025-12-14T00:00:00Z","timestamp":1765670400000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2025,12,14]],"date-time":"2025-12-14T00:00:00Z","timestamp":1765670400000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2025,12,14]]},"DOI":"10.1109\/icpads67057.2025.11322977","type":"proceedings-article","created":{"date-parts":[[2026,1,14]],"date-time":"2026-01-14T20:36:54Z","timestamp":1768423014000},"page":"1-8","source":"Crossref","is-referenced-by-count":0,"title":["LLaMed: An Efficient Adaptation Framework for Medical Large Language Models Based on Low-Rank Adaptation and Dynamic Evidence Retrieval"],"prefix":"10.1109","author":[{"given":"Weibin","family":"Kong","sequence":"first","affiliation":[{"name":"City University of Macau,Faculty of Data Science,Macau SAR,China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jinwei","family":"Ye","sequence":"additional","affiliation":[{"name":"City University of Macau,Faculty of Data Science,Macau SAR,China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Chonglin","family":"Zhao","sequence":"additional","affiliation":[{"name":"City University of Macau,Faculty of Data Science,Macau SAR,China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yunqing","family":"Ma","sequence":"additional","affiliation":[{"name":"City University of Macau,Faculty of Data Science,Macau SAR,China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yanrong","family":"Chen","sequence":"additional","affiliation":[{"name":"City University of Macau,Faculty of Business,Macau SAR,China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Wei","family":"Lv","sequence":"additional","affiliation":[{"name":"City University of Macau,Faculty of Data Science,Macau SAR,China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"key":"ref1","article-title":"Llama 2: Open foundation and fine-tuned chat models","author":"Touvron","year":"2023","journal-title":"arXiv preprint"},{"issue":"2","key":"ref2","first-page":"3","article-title":"Lora: Low-rank adaptation of large language models","volume":"1","author":"Hu","year":"2022","journal-title":"ICLR"},{"key":"ref3","article-title":"A PubMedBERT-based classifier with data augmentation strategy for detecting medication mentions in tweets","author":"Han","year":"2021","journal-title":"arXiv preprint"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2025.acl-long.301"},{"key":"ref5","article-title":"Llama-adapter v2: Parameter-efficient visual instruction model","author":"Gao","year":"2023","journal-title":"arXiv preprint"},{"key":"ref6","article-title":"Llama-adapter: Efficient fine-tuning of language models with zero-init attention","author":"Zhang","year":"2023","journal-title":"arXiv preprint"},{"key":"ref7","article-title":"LLaMA-adapter: Efficient fine-tuning of large language models with zero-initialized attention","volume-title":"In The Twelfth International Conference on Learning Representations","author":"Zhang"},{"key":"ref8","article-title":"Clinical camel: An open expert-level medical language model with dialogue-based knowledge encoding","author":"Toma","year":"2023","journal-title":"arXiv preprint"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1093\/bib\/bbac409"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1561\/1500000019"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1093\/bioinformatics\/btz682"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2024.findings-acl.372"},{"key":"ref13","first-page":"6250","article-title":"Radqa: A question answering dataset to improve comprehension of radiology reports","volume-title":"In Proceedings of the thirteenth language resources and evaluation conference","author":"Soni","year":"2022"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1148\/ryai.240476"},{"key":"ref15","article-title":"MedCoT-RAG: Causal Chain-of-Thought RAG for Medical Question Answering","author":"Wang","year":"2025","journal-title":"arXiv preprint"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2025.naacl-long.635"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1142\/9789819807024_0015"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.6004\/jnccn.2024.0024"},{"key":"ref19","article-title":"What disease does this patient have","author":"Jin","year":"2020","journal-title":"A Large-scale Open Domain Question Answering Dataset from Medical Exams."},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/D19-1259"},{"key":"ref21","first-page":"6250","article-title":"Radqa: A question answering dataset to improve comprehension of radiology reports","volume-title":"In Proceedings of the thirteenth language resources and evaluation conference","author":"Soni","year":"2022"},{"key":"ref22","first-page":"1011","article-title":"Mkrag: Medical knowledge retrieval augmented generation for medical question answering","volume-title":"In AMIA Annual Symposium Proceedings","volume":"2024","author":"Shi","year":"2025"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1038\/s41591-024-03423-7"},{"key":"ref24","article-title":"Proximal policy optimization algorithms","author":"Schulman","year":"2017","journal-title":"arXiv preprint"}],"event":{"name":"2025 IEEE 31th International Conference on Parallel and Distributed Systems (ICPADS)","location":"Hefei, China","start":{"date-parts":[[2025,12,14]]},"end":{"date-parts":[[2025,12,18]]}},"container-title":["2025 IEEE 31th International Conference on Parallel and Distributed Systems (ICPADS)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/11322805\/11322871\/11322977.pdf?arnumber=11322977","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,1,15]],"date-time":"2026-01-15T07:13:15Z","timestamp":1768461195000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11322977\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,12,14]]},"references-count":24,"URL":"https:\/\/doi.org\/10.1109\/icpads67057.2025.11322977","relation":{},"subject":[],"published":{"date-parts":[[2025,12,14]]}}}