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Papers Benchmarks Datasets Tasks

Text Ranking research benchmarks · SOTA2 Research

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Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

BEIR out-of-domain

56.2Average Score (BEIR OOD)

27

Jul 2, 2026

MS MARCO In-domain suite (TREC DL19, TREC DL20) v1 (dev test)

0.48NDCG@10 (Sparse, BM25, MS MARCO)

13

Feb 26, 2026

BEIR (out-domain)

56.8Arguana

5

Feb 26, 2026

BEIR SciFact (out-domain)

78.3nDCG@10

4

Feb 26, 2026

BEIR DBPedia out-domain

49.2nDCG@10

4

Feb 26, 2026

BEIR Touche (out-domain)

38.6nDCG@10

4

Feb 26, 2026

BEIR NFCorpus out-domain

40.2nDCG@10

4

Feb 26, 2026

BEIR COVID (out-domain)

85.5nDCG@10

4

Feb 26, 2026

Popular datasets

BEIR MS MARCO BEIR NFCorpus BEIR Touche BEIR SciFact

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