The Innovative Advantages of DeepSeek-RAG-Chatbot
DeepSeek-RAG-Chatbot has several technological advantages over traditional chatbots:
1. Technical and architectural advantages::
- hybrid search system: Combine the keyword matching capability of BM25 and the vector similarity search of FAISS for a more accurate search than a single search method
- knowledge graph integration(GraphRAG): not only retrieve textual content, but also understand relationships between entities and answer in a more structured manner
- neural reordering: Re-ranking of initial search results using a cross-coder model to ensure that the most relevant information is displayed first
2. Privacy and security::
- Fully localized, no user data is uploaded to the cloud, especially suitable for handling sensitive information
- Use of open-source models and toolchains to enhance transparency and control
3. User experience improvements::
- Real-time response streaming allows users to instantly see the generated results
- Supports direct uploading and processing of multiple document formats
- Provides an intuitive Streamlit interface that lowers the barrier to use
4. Expanded application scenarios::
- Ideal for offline environments and locations where internet access is not possible
- Can be used for personal knowledge management and sharing sensitive documents within the organization
- Processing proprietary domain knowledge without relying on generalized knowledge of publicly available big models
These features make them significantly better than traditional chatbots in terms of privacy protection, retrieval accuracy and professional use.
This answer comes from the articleDeepSeek-RAG-Chatbot: a locally running DeepSeek RAG chatbotThe
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