We present SciClaims, an interactive web-based system for end-to-end scientific claim analysis in the biomedical domain. Designed for high-stakes use cases such as systematic literature reviews and patent validation, SciClaims extracts claims from text, retrieves relevant evidence from PubMed, and verifies their veracity. The system features a user-friendly interface where users can input scientific text and view extracted claims, predictions, supporting or refuting evidence, and justifications in natural language. Unlike prior approaches, SciClaims seamlessly integrates the entire scientific claim analysis process using a single large language model, without requiring additional fine-tuning. SciClaims is optimized to run efficiently on a single GPU and is publicly available for live interaction.
翻译:本文介绍SciClaims,一个基于网络的交互式系统,用于生物医学领域的端到端科学声明分析。该系统针对系统文献综述和专利验证等高风险用例设计,能够从文本中提取声明、从PubMed检索相关证据并验证其真实性。系统提供用户友好的界面,用户可输入科学文本并查看提取的声明、预测结果、支持或反驳证据以及自然语言生成的论证依据。与现有方法不同,SciClaims通过单一大型语言模型无缝整合整个科学声明分析流程,无需额外微调。该系统经过优化,可在单GPU上高效运行,并已公开提供实时交互服务。