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zhiheng-huang committed Oct 2, 2024
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Expand Up @@ -27,11 +27,11 @@ xgboost)** machine learning technique to combine:
- **Vector databases** that are great for finding a wide range of potentially relevant answers.
- **Machine Learning rerankers** that fine-tune the results to ensure the most relevant answers top the list.

Our experiments on MTEB datasets show that the combination of keyword search, vector search and a reranker via an xgboost model (denoted as ES+VS+RR_n) can significantly improve the vector search (VS) baseline.
* Our experiments on MTEB datasets show that the combination of keyword search, vector search and a reranker via a xgboost model (denoted as ES+VS+RR_n) can significantly improve the vector search (VS) baseline.

![mteb_ndcg_plot](mteb_ndcg_plot.png)


* **Check out Denser Retriever experiments using the Anthropic Contextual Retrieval dataset at [here](https://github.com/denser-org/denser-retriever/tree/main/experiments/data/contextual-embeddings)**.
## 🚀 Features

The initial release of Denser Retriever provides the following features.
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