Dataset · Hugging Face

mteb/BRIGHT

Name: BRIGHT
Creator: mteb
License: cc-by-4.0
Keywords: benchmark:official, benchmark:eval-yaml, task_categories:text-retrieval, language:en, license:cc-by-4.0, size_categories:1M<n<10M, format:parquet, modality:text, library:datasets, library:pandas, library:polars, library:mlcroissant, arxiv:2407.12883, region:us, text-retrieval

BRIGHT benchmark BRIGHT is the first text retrieval benchmark that requires intensive reasoning to retrieve relevant documents. The queries are collected from diverse domains (StackExchange, LeetCode, and math competitions), all sourced from realistic human data. Experiments show that existing retrieval models perform poorly on BRIGHT, where the highest score is only 22.1 measured by nDCG@10. BRIGHT provides a good testbed for future retrieval research in more realistic and… See the full description on the dataset page: https://huggingface.co/datasets/mteb/BRIGHT.

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Author / organization	mteb
License (as declared)	cc-by-4.0
Downloads	2.3K (as reported by Hugging Face)
Likes	4
Created	23 February 2026
Last updated at source	2 April 2026

text-retrievalcodebiologyearth_scienceeconomicspsychologyroboticsmath

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