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1. beir-cellar/beir beir-cellar/beir Public

   A Heterogeneous Benchmark for Information Retrieval. Easy to use, evaluate your models across 15+ diverse IR datasets.

   Python 1.8k 203

2. project-miracl/nomiracl project-miracl/nomiracl Public

   NoMIRACL: A multilingual hallucination evaluation dataset to evaluate LLM robustness in RAG against first-stage retrieval errors on 18 languages.

   Python 22 4

3. castorini/pyserini castorini/pyserini Public

   Pyserini is a Python toolkit for reproducible information retrieval research with sparse and dense representations.

   Python 1.8k 396

4. UKPLab/sentence-transformers UKPLab/sentence-transformers Public

   State-of-the-Art Text Embeddings

   Python 16.4k 2.6k

5. TREC-RAG/trec-rag.github.io TREC-RAG/trec-rag.github.io Public

   Website for TREC RAG

   13

6. vectara/mirage-bench vectara/mirage-bench Public

   MIRAGE-Bench: A learned arena-based multilingual RAG benchmark

   Python 7