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Text-to-Video Retrieval research benchmarks – Page 4 · SOTA2 Research

Text-to-Video Retrieval

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

MSVD 1kA (test)

35.07OCR

14

Apr 24, 2026

11.31OCR Score

14

Apr 24, 2026

44.8R@1

14

Mar 10, 2026

TRECVid V3C2 2023 (tv23)

Multi-agent Retrieval

34.2xinfAP

13

Feb 26, 2026

TRECVid V3C2 2022

28.2xinfAP

13

Feb 26, 2026

TRECVid V3C1 2021 (tv21)

Multi-agent Retrieval

42xinfAP

13

Feb 26, 2026

15.9R@5

13

May 12, 2026

All-in-one + MELTR

38.6Recall@1

13

Feb 26, 2026

19.78R@1

12

Feb 26, 2026

19.66R@1

12

Feb 26, 2026

25.8R@1

12

Feb 26, 2026

25.98Recall@1

12

Feb 26, 2026

MSR-VTT 9k (test)

44.6R@1

12

Feb 26, 2026

MSR-VTT 7k (test)

43.5Recall@1

12

Feb 26, 2026

MSR-VTT 9K (train)

CLIP4Clip-seqTransf

44.5R@1

12

Feb 26, 2026

71.6Binary Accuracy

11

Feb 27, 2026

ActivityNet-Captions (val)

55.9R@1

11

Feb 26, 2026

DiDeMo 28s (test)

38.1R@1

11

Feb 26, 2026

ActivityNet 180s (test)

34.4R@1

11

Feb 26, 2026

VATEX zero-shot

InternVideo2-1B

85.4Recall@1

10

May 27, 2026

MSR-VTT zero-shot

Gemini Embedding 2

53.9R@1

10

May 27, 2026

MSR-VTT 1K 9K (test)

47.6R@1

10

May 19, 2026

AudioCaps T→V

20.8Recall@1

10

Feb 27, 2026

MSRVTT Retrieval

54.2R@1

10

Feb 26, 2026

MSR-VTT 1K-A 9K (test)

46.9Recall@1

10

Feb 26, 2026

Page 4 of 7

Popular datasets

MSR-VTT MSRVTT ActivityNet LSMDC DiDeMo

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