RAG & retrieval evals

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RAG & retrieval

Ragas

by Exploding Gradients

An open-source library of metrics for RAG apps and agents, such as whether an answer is faithful to the retrieved context.

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RAG & retrieval

BEIR

by UKP Lab & collaborators

A collection of retrieval datasets for testing how well search and embedding models work on domains they were not trained on.

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RAG & retrieval

MTEB Leaderboard

by MTEB community (Hugging Face Space)

The standard leaderboard for comparing embedding models on retrieval, classification, clustering and more.

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RAG & retrieval

CRAG

by Meta & collaborators

A question-answering benchmark for RAG with mock web and knowledge-graph search, including questions whose answers change over time.

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RAG & retrieval

FRAMES

by Google

Questions that need facts from several documents combined, testing retrieval, reasoning and factuality together.

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