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Summarize context and generate new query before retrieval knowledge

Open sinomoe opened this issue 9 months ago • 3 comments

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1. Is this request related to a challenge you're experiencing?

I was building a RAG bot using agent workflow and wanted to retrieve knowledge based on context and user input during Knowledge Retrieval, but I found that the Knowledge Retrieval node does not have contextual summarization capabilities, which causes Knowledge Retrieval to return unexpected results

2. Describe the feature you'd like to see

eg.

User: who is alex? Knowledge Retrieval: who is alex? Knowledge Retrieval Response: [chunks] User: what did he major in? Knowledge Retrieval (summarize previous context and user input) : what did alex major in? Knowledge Retrieval Response: [chunks]

3. How will this feature improve your workflow or experience?

Make the results of knowledge retrieval more accurate and avoid generating incorrect answers

4. Additional context or comments

No response

5. Can you help us with this feature?

  • [X] I am interested in contributing to this feature.

sinomoe avatar May 07 '24 04:05 sinomoe

Is the query rewrite node based on memory and query what you need?

takatost avatar May 07 '24 07:05 takatost

Is the query rewrite node based on memory and query what you need?

Sounds like it could work. Is it a new node in development?

sinomoe avatar May 07 '24 08:05 sinomoe

In the roadmap, it's possible that support could be added as early as this month. cc @VincePotato

takatost avatar May 07 '24 08:05 takatost