Add "Sentence Window Retrieval" and "Auto-Merging Retrieval" #3013

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opened 2026-02-21 17:52:46 -05:00 by yindo · 0 comments
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Originally created by @vccler on GitHub (May 7, 2024).

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  • I have searched for existing issues search for existing issues, including closed ones.
  • I confirm that I am using English to submit this report (我已阅读并同意 Language Policy).
  • Pleas do not modify this template :) and fill in all the required fields.

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

Currently the RAG retrieval is very base by using Vector store with similarity searching or full-text searching. Please add some advanced retrieval methods like "Sentence Window Retrieval" and "Auto-Merging Retrieval". It will improve the RAG performance metrics, like context relevance, answer relevance and Groundedness.

2. Describe the feature you'd like to see

please refer to the online course : https://learn.deeplearning.ai/courses/building-evaluating-advanced-rag/

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

Envolve some advanced RAG retrieval methods to improve RAG performance

4. Additional context or comments

No response

5. Can you help us with this feature?

  • I am interested in contributing to this feature.
Originally created by @vccler on GitHub (May 7, 2024). ### Self Checks - [X] I have searched for existing issues [search for existing issues](https://github.com/langgenius/dify/issues), including closed ones. - [X] I confirm that I am using English to submit this report (我已阅读并同意 [Language Policy](https://github.com/langgenius/dify/issues/1542)). - [X] Pleas do not modify this template :) and fill in all the required fields. ### 1. Is this request related to a challenge you're experiencing? Currently the RAG retrieval is very base by using Vector store with similarity searching or full-text searching. Please add some advanced retrieval methods like "Sentence Window Retrieval" and "Auto-Merging Retrieval". It will improve the RAG performance metrics, like context relevance, answer relevance and Groundedness. ### 2. Describe the feature you'd like to see please refer to the online course : https://learn.deeplearning.ai/courses/building-evaluating-advanced-rag/ ### 3. How will this feature improve your workflow or experience? Envolve some advanced RAG retrieval methods to improve RAG performance ### 4. Additional context or comments _No response_ ### 5. Can you help us with this feature? - [ ] I am interested in contributing to this feature.
yindo added the 💪 enhancement label 2026-02-21 17:52:46 -05:00
yindo closed this issue 2026-02-21 17:52:46 -05:00
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Reference: langgenius/dify#3013