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Text Retrieval research benchmarks – Page 2 · SOTA2 Research

Text Retrieval

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

BEIR-5 all-MiniLM-L6-v2 (test)

52.3Average NDCG@10

14

Feb 26, 2026

WIT translated English (test)

0.308Recall@1

13

Feb 26, 2026

93.6R@1

10

Mar 24, 2026

63.79Recall@1

10

Mar 5, 2026

text-embedding-3-large embeddings (1M documents)

Truncated Retrieval

94.45Accuracy

10

Feb 26, 2026

CC152K 150K (test)

45.2R@1

9

Jun 4, 2026

MS COCO Karpathy's split (val)

23.8Deletion @1

9

May 8, 2026

MS COCO 2014 (test)

23.81Deliberate R@1

9

Feb 26, 2026

96.7R@1

9

Feb 26, 2026

DynPose-100K 1.0 (test)

CamFormer embeddings (ViPE)

46.3Top-1 Accuracy

8

Apr 3, 2026

LRA Text Retrieval @8000

80.9Accuracy

8

Feb 26, 2026

56.77R@1

8

Feb 26, 2026

61.5R@1

8

Feb 26, 2026

53.7R@1

8

Feb 26, 2026

76.7R@1

8

Feb 26, 2026

LOFT Text Retrieval

79.5Recall@k

6

Jul 7, 2026

4.1TR@1

6

Mar 27, 2026

Flickr8k zero-shot

58.5R@1

6

Feb 26, 2026

MS-COCO zero-shot

36R@1

6

Feb 26, 2026

71.93Hits@1

6

Feb 26, 2026

KWAI-AD Newly-Collected (test)

10.7Recall@1

6

Feb 26, 2026

COCO-CFs (test)

37.65R@1

5

Feb 26, 2026

52.52Hits@1

5

Feb 26, 2026

69.87mAP

5

Feb 26, 2026

74.3R@1

4

May 12, 2026

Page 2 of 3

Popular datasets

COCO Flickr30k MS-COCO MSCOCO Flickr8K

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