基于 LangChain 生态与混合检索技术构建的智能化学术研究辅助平台，旨在提供高效、精准的文献深度分析能力。系统支持 PDF/TXT/DOCX 多格式学术文献上传，通过 BGE-Small-ZH 向量嵌入模型与 BM25 关键词检索融合的混合检索策略，实现跨文档语义关联与精准信息定位；集成 DeepSeek 大语言模型与 BART-Large-Chinese 摘要模型，可生成引用文献来源与页码的专业问答结果，并自动提炼文献核心内容；搭配 Streamlit 可视化交互界面，提供文献统计分析（段落分布、文本长度）、特定概念追踪、检索效果可视化（向量 / 关键词检索对比）等功能，有效降低学术文献阅读 与跨文献对比分析的时间成本，助力快速把握研究脉络、挖掘文献关联价值，提升学术研究效率与深…
☆24Aug 28, 2025Updated last year
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