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Text-to-motion retrieval research benchmarks · SOTA2 Research

Text-to-motion retrieval

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

HumanML3D (test)

78.21R@1

30

Mar 26, 2026

53.55R@1

25

Mar 11, 2026

HumanML3D 1.0 (test)

68.58R@1

24

Feb 26, 2026

56.83R@1

20

Mar 26, 2026

88.05Recall@3

19

Apr 21, 2026

39.31Recall@1

9

Mar 26, 2026

KIT-ML (In-distribution)

24.3Recall@1

6

Mar 26, 2026

HumanML3D (In-distribution)

13.91R@1

6

Mar 26, 2026

13.49Recall@1

3

Mar 26, 2026

3.7R@1

3

Mar 26, 2026

InterHuman (test)

9.51R@1

2

Feb 26, 2026

Popular datasets

HumanML3D KIT-ML BABEL H3D KIT

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