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Natural Language Query research benchmarks · SOTA2 Research

Natural Language Query

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

HouseTours 7 (val)

51.98Rank@1 (Thresh 0.3)

8

Feb 26, 2026

38.18Rank-1 Success @ 0.3

8

Feb 26, 2026

ReFocus(OSGNet)

15.3R@1 (IoU=0.3)

7

Apr 29, 2026

ReFocus(OSGNet)

31.9Recall@1 (IoU=0.3)

7

Apr 29, 2026

ReFocus(GroundNLQ)

33.1Recall@1 (IoU=0.3)

7

Apr 29, 2026

6.04Rank-1 @ IoU 0.3

7

Feb 26, 2026

Natural Language Query

13.82Avg R@1 (IoU=0.3)

5

Feb 26, 2026

Popular datasets

Ego4D MP3D HouseTours Natural Language Query HD-EPIC

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