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Brief

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Multi-source AI news clustered, deduplicated, and scored 0–100 across authority, cluster strength, headline signal, and time decay.

  1. If you are running a # RAG pipeline on embeddings alone, you are leaving retrieval quality on the table. To maximize accuracy, you need to: ➤ Add BM25 ➤ Fuse wi

    To enhance the accuracy of Retrieval Augmented Generation (RAG) pipelines, relying solely on embeddings is insufficient. Developers should incorporate BM25, fuse it with Reciprocal Rank Fusion (RRF), and consider adding a cross-encoder re-ranking stage for optimal retrieval quality. This multi-faceted approach aims to significantly improve the performance of RAG systems. AI

    If you are running a # RAG pipeline on embeddings alone, you are leaving retrieval quality on the table. To maximize accuracy, you need to: ➤ Add BM25 ➤ Fuse wi

    IMPACT Enhances RAG system performance by suggesting a hybrid approach combining embeddings with BM25 and RRF for improved retrieval accuracy.