[2025-01-18] For better promotion of the events, the categories in this system will be adjusted. For details, please refer to the announcement of this system. The link is https://indico-tdli.sjtu.edu.cn/news/1-warm-reminder-on-adjusting-indico-tdli-categories-indico

13–17 Jul 2025
SJTU Xichang Center
Asia/Shanghai timezone

PandaX的文档库智能问答系统

17 Jul 2025, 09:40
40m
SJTU Xichang Center

SJTU Xichang Center

Speaker

Dr 勋 谌 (SJTU)

Description

本报告介绍了为PandaX暗物质实验研发的智能文档问答系统。该系统整合开源RAG框架与商业大语言模型API,构建了覆盖arXiv数据库近30年"氙探测器"(xenon detector)领域文献的专业知识库。通过PDF文本提取、嵌入向量化处理建立语义检索数据库,并开发了前后端交互平台。用户可通过自然语言提问,系统自动定位相关文档片段,经大语言模型生成基于专业知识的答案。该系统显著提升了PandaX合作组获取实验文献的效率和准确性,为相关研究提供了智能化文档支持。

Primary author

Dr 勋 谌 (SJTU)

Presentation materials