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Document Retrieval research benchmarks – Page 4 · SOTA2 Research

Document Retrieval

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

DocHaystack 100

81.65Recall@1

7

Feb 26, 2026

BIOASQ batches 4 and 5 7 (test)

16.55Document MAP

7

Feb 26, 2026

87.4ArxQ Score

6

Jul 8, 2026

Robust open-world 04

OER-proxy Listwise

34.3MAP

6

Jun 16, 2026

Omni-Embed-Nemotron-3B

85.64Retrieval Score

6

May 12, 2026

Cybersecurity Document Dataset

95.5mAP

6

Mar 19, 2026

83.8nDCG@5

6

Mar 10, 2026

44nDCG@5

6

Mar 10, 2026

21.3nDCG@5

6

Mar 10, 2026

8.7nDCG@5

6

Mar 10, 2026

0.622HIT@1

6

Feb 26, 2026

900Mean k

5

Jun 30, 2026

Robust04 closed-world

BERT (CER, DocQrels)

60.8MAP

5

Jun 16, 2026

Cybersecurity Document Embedding 2.0 (test)

95.1mAP

5

Mar 19, 2026

Legal corpus (test)

Topic-Enriched Embeddings

87Precision@10

5

Feb 26, 2026

86.53AUC

5

Feb 26, 2026

MIRACL Original

0.824AUC

5

Feb 26, 2026

Natural Questions (NQ)

88.74AUC

5

Feb 26, 2026

DIALFACT (test)

0.75Recall

5

Feb 26, 2026

NL-DIR 1.0 (test)

81.03Recall@1

4

Feb 26, 2026

HealthFC retrieval audit

100COCHRANE_SR Accuracy

3

Jun 1, 2026

100Cochrane SR Retrieval Score

3

Jun 1, 2026

MS MARCO (test)

82.7Found Percentage

3

May 26, 2026

NFCorpus (test)

71.1Found Rate

3

May 26, 2026

0.52Delta nDCG@10

3

May 13, 2026

Page 4 of 5

Popular datasets

MS MARCO ViDoRe NQ Natural Questions Robust

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