diff --git a/README.md b/README.md
index a7d3b00a..9294669f 100644
--- a/README.md
+++ b/README.md
@@ -47,6 +47,7 @@ If you're looking for in-depth tutorial-like examples, checkout the [tutorials](
| [Improve RAG with Re-ranking](./examples/RAG_re_ranking/) | 
|[](https://blog.lancedb.com/simplest-method-to-improve-rag-pipeline-re-ranking-cf6eaec6d544)|
| [Improve RAG with FLARE](./examples/Advanced-RAG-with-FLARE) | [](.examples/instruct-multitask/main.py) | [](https://blog.lancedb.com/better-rag-with-active-retrieval-augmented-generation-flare-3b66646e2a9f)|
| [Improve RAG with HyDE](./examples/Advance-RAG-with-HyDE/) | |[](https://blog.lancedb.com/advanced-rag-precise-zero-shot-dense-retrieval-with-hyde-0946c54dfdcb)|
+| [Advanced RAG: Parent Document Retriever](./examples/parent_document_retriever/) | |[](https://blog.lancedb.com/modified-rag-parent-document-bigger-chunk-retriever-62b3d1e79bc6)|
| [Hybrid search BM25 & lancedb ](./examples/Hybrid_search_bm25_lancedb/) | |[](https://blog.lancedb.com/hybrid-search-combining-bm25-and-semantic-search-for-better-results-with-lan-1358038fe7e6)|
| [Evaluating Prompts with Prompttools](./examples/prompttools-eval-prompts/) | | |
| [NER powered with Semantic Search](./tutorials/NER-powered-Semantic-Search-with-LanceDB) | [](https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/tutorials/NER-powered-Semantic-Search/NER_powered_Semantic_Search_with_LanceDB.ipynb) | [](https://blog.lancedb.com/ner-powered-semantic-search-using-lancedb-51051dc3e493)|
@@ -54,7 +55,7 @@ If you're looking for in-depth tutorial-like examples, checkout the [tutorials](
| [Facial Recognition](./examples/facial_recognition) | |
| [Accelerate Vector Search Applications Using OpenVINO](./tutorials/Sentiment-Analysis-using-LanceDB) | [](https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/tutorials/Accelerate-Vector-Search-Applications-Using-OpenVINO/clip_text_image_search.ipynb) | [](https://blog.lancedb.com/accelerate-vector-search-applications-using-openvino-51366eabf866)|
| [Search Within Images](./tutorials/search-within-images-with-sam-and-clip) | [](https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/examples/search-within-images-with-sam-and-clip/main.ipynb) |[](https://blog.lancedb.com/search-within-an-image-331b54e4285e)|
-| [Advanced RAG: Parent Document Retriever](./examples/parent_document_retriever/) | |[](https://blog.lancedb.com/modified-rag-parent-document-bigger-chunk-retriever-62b3d1e79bc6)|
+