Improve summarize function with enhanced processing#3
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Improve summarize function with enhanced processing#3
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Improved the /summarize endpoint to generate more structured, comprehensive, and high-quality document summaries. Key Enhancements: 1. Increased retrieval depth: - Expanded similarity search from k=6 to k=12 to improve document coverage. - Ensures more relevant context is available before summarization. 2. Implemented hybrid summarization pipeline: - Stage 1 (Extractive): Extract top 10 key factual points from retrieved chunks. - Stage 2 (Abstractive): Generate a structured summary using extracted key points. 3. Added summary length control: - Supports short, medium (default), and long summary modes. - Dynamically adjusts generation token limits and bullet count instructions. 4. Enforced structured output format: - Executive Summary - Key Findings - Conclusion 5. Added basic completeness validation: - Ensures summary is not overly short. - Appends fallback note if document has limited summarizable content. This update significantly improves summary clarity, structure, and flexibility while remaining fully backward compatible. No changes were made to session handling, /ask endpoint, /compare endpoint, or frontend logic.
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Hi Maintainers 👋 While working on the
These may lead to unexpected behavior or errors during execution. If this cleanup/refactor is still pending, I’d be happy to take it up and submit a structured fix to improve maintainability and stability. Please let me know if I can work on this 🙌 — Team 161 |
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Team Number : Team 161
Description
This PR significantly improves the
/summarizeendpoint to generate more comprehensive, structured, and higher-quality summaries.Previously, summarization:
This update introduces a multi-stage hybrid summarization pipeline to improve coverage, structure, and flexibility.
Related Issue
Closes #9
Type of Change
Changes Made
k=6→k=12Screenshots (if applicable)
Testing
Checklist
Additional Notes
This update enhances summary quality without modifying:
The improvement is fully backward compatible and does not introduce breaking API changes.