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Text-to-Video Retrieval research benchmarks – Page 5 · SOTA2 Research

Text-to-Video Retrieval

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Qwen3-VL-emb-8B

55.5T2V Score

9

Apr 30, 2026

ActivityNet 1K (test)

76.22R@1

9

Apr 14, 2026

VATEX HGR partition (test)

63.5R@1

9

Feb 26, 2026

LSMDC 38 (full-corpus)

InternVideo2-1B

5.7R@1

8

Feb 26, 2026

DiDeMo 12 (full-corpus)

InternVideo2-1B

26R@1

8

Feb 26, 2026

ActivityNet 11 (full-corpus)

InternVideo2-1B

33.9R@1

8

Feb 26, 2026

MSR-VTT 49 (full-corpus)

InternVideo2-1B

24.4R@1

8

Feb 26, 2026

LSMDC 38 (test)

25.2R@1

8

Feb 26, 2026

DiDeMo 12 (test)

InternVideo2-1B

45.3R@1

8

Feb 26, 2026

ActivityNet 11 (test)

InternVideo2-1B

47.4R@1

8

Feb 26, 2026

MSR-VTT 49 (test)

47.8R@1

8

Feb 26, 2026

MSRVTT 3K (test)

31.5Recall@1

8

Feb 26, 2026

SSv2-Events zero-shot

11.4mAP

8

Feb 26, 2026

Synthetic Time-order Consistency 1.0 (test)

52.3Recall@1

8

Feb 27, 2026

Synthetic Control 1.0 (test)

100R@1

8

Feb 27, 2026

Something-to-Something v2

55.2Recall@1

8

Feb 26, 2026

53.9R@1

8

Feb 26, 2026

58.5R@1

7

Jul 2, 2026

62.4Recall@1

7

Jul 2, 2026

35.2R@1

7

Apr 24, 2026

0.178R@1

7

Feb 26, 2026

SS Temporal zero-shot v2

15.2mAP

7

Feb 26, 2026

LSMDC 1,000 videos

24.4R@1

7

Feb 26, 2026

MSR-VTT 7K (train)

43.9R@1

7

Feb 26, 2026

Ours (WTI + CDCR)

26.5R@1

7

Feb 26, 2026

Page 5 of 7

Popular datasets

MSR-VTT MSRVTT ActivityNet LSMDC DiDeMo

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