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Papers Benchmarks Datasets Tasks

Information Retrieval research benchmarks – Page 16 · SOTA2 Research

Information Retrieval

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

BeIR Mixed (NQ, HotpotQA, SciFact)

Adaptive-RAG-style

94.28Recall@10

5

May 6, 2026

Ultra-Dense Prompting

13.3Accuracy Improvement (Δ)

5

Apr 21, 2026

Ultra-Dense Prompting

16.1Accuracy Improvement (Δ)

5

Apr 21, 2026

TREC-COVID Para C - Keyword-heavy graded

80.8nDCG@10

5

Apr 16, 2026

TREC-COVID Para B Semi-technical graded

71.5nDCG@10

5

Apr 16, 2026

TREC-COVID Conversational graded (Para A)

76.3nDCG@10

5

Apr 16, 2026

TREC-COVID Expert 50 graded

82.8nDCG@10

5

Apr 16, 2026

Search-R3-Large

35.2nDCG@10

5

Apr 10, 2026

Search-R3-Large

47nDCG@10

5

Apr 10, 2026

OPERA (Static Pruning)

54NDCG@10

5

Mar 19, 2026

174Accuracy@10

5

Mar 13, 2026

89Accuracy@10

5

Mar 13, 2026

Disaster Response Documentation

74NDCG

5

Feb 26, 2026

REAL-MM-RAG and BEIR (average)

66Recall@5

5

Feb 27, 2026

0.273nDCG

5

Feb 26, 2026

72.9nDCG

5

Feb 26, 2026

0.708nDCG

5

Feb 26, 2026

0.687nDCG

5

Feb 26, 2026

24.5nDCG

5

Feb 26, 2026

58.93SciF Score

5

Feb 26, 2026

70.56MRR

5

Feb 26, 2026

TREC-COVID CORD-19 (Round 2)

PARADE-Transformer (mpiid5_run3)

68.93nDCG@10

5

Feb 26, 2026

Wikipedia IR (test)

Poly-encoder 360

71.8Recall@1 (Top 10001)

5

Feb 26, 2026

Information Retrieval Triplet Dataset (test)

Paragraph Vector

3.82Error Rate

5

Feb 26, 2026

Touché NanoBEIR (test)

FT SciFact (KMeans, PF1-6)

0.602NDCG@10

4

Jul 8, 2026

Page 16 of 22

Popular datasets

BEIR SciFact NFCorpus FiQA TREC-COVID

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