用生成式AI打造高校日常信息助手,让师生轻松获取分散的校园资讯。
Sabiá: Um Chatbot de Inteligência Artificial Generativa para Suporte no Dia a Dia do Ensino Superior
- 基于GenAI与RAG技术构建聊天机器人,整合分散的校务信息。
- 测试多模型后选定Gemini 2.0 Flash在质量与速度上表现最优。
- 兼顾开源与性能,适合高校信息化服务场景使用。
学生常反映难以获取日常学术信息,这些信息通常分散在众多机构文档和网站中,导致信息不清晰、理解混乱。本项目提出开发一款基于生成式人工智能(GenAI)与检索增强生成(RAG)技术的聊天机器人,以简化对这类信息的访问。通过质量指标和LLM-as-a-Judge方法对多个GenAI模型进行测试与评估,其中Gemini 2.0 Flash在质量与速度方面表现突出,Gemma 3n则因良好的性能与开源特性也被选中。
原文摘要 · Abstract (English)
Students often report difficulties in accessing day-to-day academic information, which is usually spread across numerous institutional documents and websites. This fragmentation results in a lack of clarity and causes confusion about routine university information. This project proposes the development of a chatbot using Generative Artificial Intelligence (GenAI) and Retrieval-Augmented Generation (RAG) to simplify access to such information. Several GenAI models were tested and evaluated based on quality metrics and the LLM-as-a-Judge approach. Among them, Gemini 2.0 Flash stood out for its quality and speed, and Gemma 3n for its good performance and open-source nature.
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