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Papers Benchmarks Datasets Tasks

Information Retrieval research benchmarks – Page 14 · SOTA2 Research

Information Retrieval

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

MS MARCO monolingual and cross-lingual

99.13Accuracy@3

6

Apr 23, 2026

Greek Civics QA monolingual and cross-lingual

94.34Accuracy@3

6

Apr 23, 2026

TREC-COVID Round 5 (Expert 50)

82.82nDCG@10

6

Apr 16, 2026

51.9MAP

6

Mar 24, 2026

JobSearch-XS (gold labels)

JobMatchAI (Hybrid + Reranker)

78.5NDCG@5

6

Mar 17, 2026

ViDoRe Industrial Dataset English-only V3 (test)

58.1NDCG@10

6

Mar 17, 2026

78.1nDCG@10

6

Mar 17, 2026

60.8nDCG@10

6

Mar 17, 2026

67.7nDCG@10

6

Mar 17, 2026

64.3nDCG@10

6

Mar 17, 2026

MTEB Multilingual

62.3nDCG@10

6

Mar 17, 2026

59.3nDCG@10

6

Mar 17, 2026

Personalized Agent Memory Corpus

Cross: BM25(V)+HNSW(D) / BM25-FTS + HNSW / CombMNZ

75.9MRR

6

Mar 16, 2026

LoTTE Search 1.0 (dev)

81.7Success@5 (Writing)

6

Feb 26, 2026

LoTTE Forum v1.0 (test)

76.3Success@5 (Writing)

6

Feb 26, 2026

LoTTE Search v1.0 (test)

80.1Success@5 (Writing)

6

Feb 26, 2026

BEIR Average of ArguAna, Quora, and Scidocs

67nDCG

6

Feb 26, 2026

0.29nDCG

6

May 21, 2026

Needle In A Haystack

90Recall@1K

6

Feb 26, 2026

Turkish Legal Domain (test)

Mursit-Base-TR-Retrieval

0.475Legal Score

6

Feb 26, 2026

47.7MRR@10

6

Feb 26, 2026

71.22HIT@1

6

Feb 26, 2026

SAM-Decoding[E2]

4.41#MAT

6

Feb 26, 2026

MIRACL Bengali (dev)

0.727NDCG@10

6

Jun 29, 2026

43.03Accuracy

6

Feb 26, 2026

Page 14 of 22

Popular datasets

BEIR SciFact NFCorpus FiQA TREC-COVID

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