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Video-to-Text retrieval research benchmarks – Page 3 · SOTA2 Research

Video-to-Text retrieval

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

MSR-VTT (Test1k-Miech)

25.1Recall@1

10

Feb 26, 2026

MSR-VTT (Test1k-Yu)

21.7R@1

9

Feb 26, 2026

71Recall

8

Feb 26, 2026

Synthetic Time-order Consistency 1.0 (test)

52Recall@1

8

Feb 27, 2026

Synthetic Control 1.0 (test)

100Recall@1

8

Feb 27, 2026

MSR-VTT 1k-A (test)

35.4R@1

8

Feb 26, 2026

58.5R@5

8

Feb 27, 2026

MEE + COCO + Face

73.9MC Accuracy

8

Feb 26, 2026

0.354Recall@1

7

Apr 24, 2026

ActivityNet (full)

0.463R@1

7

Feb 26, 2026

46.9Recall@1

7

Feb 26, 2026

Qwen3-VL-emb-8B + DS2M

52.6V2T Score

6

Apr 30, 2026

76.8Recall@10

6

Mar 31, 2026

58.4R@1 (V2T)

6

Feb 26, 2026

VATEX HGR partition (test)

78.7R@1

6

Feb 26, 2026

ActivityNet Captions 5K (val)

42.4R@1

6

Feb 26, 2026

MSR-VTT 1K (val)

Weighted Token-wise Interaction (WTI)

0.562R@1

6

Feb 26, 2026

RUDDER human annotated (test)

3.87R@1

6

Feb 26, 2026

ActivityNet-captions (val1 test)

18.7R@1

6

Feb 26, 2026

InstrAct Dynamics (test)

35.19Recall@1

5

Apr 13, 2026

59.2R@1

5

Feb 26, 2026

MSRVTT 3K (test)

56.7R@1

5

Feb 26, 2026

46R@1

5

Feb 26, 2026

Ours (WTI + CDCR)

80.1R@1

5

Feb 26, 2026

1.4R@1

5

Feb 26, 2026

Page 3 of 4

Popular datasets

MSR-VTT MSRVTT ActivityNet DiDeMo LSMDC

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