医学 AI - arXivDaily 专题

2601.19191 2026-01-28 cs.CL cs.LG 57%

Transparency-First Medical Language Models: Datasheets, Model Cards, and End-to-End Data Provenance for Clinical NLP

面向透明性的医疗语言模型：数据表、模型卡片和端到端数据溯源用于临床NLP

Olaf Yunus Laitinen Imanov, Taner Yilmaz, Ayse Tuba Tugrul, Melike Nesrin Zaman, Ozkan Gunalp, Duygu Erisken, Sila Burde Dulger, Rana Irem Turhan, Izzet Ozdemir, Derya Umut Kulali, Ozan Akbulut, Harun Demircioglu, Hasan Basri Kara, Berfin Tavan

机构 * TeMLM Foundation（TeMLM基金会）

专题命中临床大模型：diagnosis(abstract)；分类 cs.LG

AI总结 TeMLM通过数据表、模型卡片和端到端数据溯源，为临床NLP提供透明性优先的发布工具包，支持可重复审计和真实数据验证。

Comments 12 pages, 9 figures, 15 tables. Technetium-I case study and ProtactiniumBERT-100M reference benchmarks

1. 临床大模型 1 篇

Transparency-First Medical Language Models: Datasheets, Model Cards, and End-to-End Data Provenance for Clinical NLP