# Video demonstration retrieval on HT-Step Cooking (test)

Source: [Video demonstration retrieval on HT-Step Cooking (test)](<https://www.sota2.com/research/sota/video-demonstration-retrieval-on-ht-step-cooking-test>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-04-07T07:08:45.893Z

Evaluation of Video demonstration retrieval performance using the test split of the HT-Step Cooking dataset.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Video demonstration retrieval |
| Dataset (including any stated split) | HT-Step Cooking (test) |
| Metric | Mean Rank (MR) |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 6 of 6 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [Mean Rank (MR)](<https://www.sota2.com/research/sota/video-demonstration-retrieval-on-ht-step-cooking-test.md?metric=Mean%20Rank%20(MR)>): Lower is better; unit: SCALAR.

- [Recall@50](<https://www.sota2.com/research/sota/video-demonstration-retrieval-on-ht-step-cooking-test.md?metric=Recall%4050>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Mean Rank (MR) | Result date | Report paper |
| --- | --- | --- | --- |
| Stitch-a-Demo | 40 | Not recorded | 68fa77841e209131cea73c59 |
| InternVideo | 68 | Not recorded | 68fa77841e209131cea73c59 |
| Recipe2Video | 93 | Not recorded | 68fa77841e209131cea73c59 |
| Text-only | 123 | Not recorded | 68fa77841e209131cea73c59 |
| VidDetours | 125 | Not recorded | 68fa77841e209131cea73c59 |
| CoVR | 161 | Not recorded | 68fa77841e209131cea73c59 |

### Stitch-a-Demo

Mean Rank (MR): 40. Result ID: 69d4ad6047f34ce924bbfef9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77841e209131cea73c59.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77841e209131cea73c59.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### InternVideo

Mean Rank (MR): 68. Result ID: 69d4ad6047f34ce924bbfef7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77841e209131cea73c59.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e201e209131cea3dfc3.md>)

[Implementation](<https://github.com/OpenGVLab/InternVideo>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Recipe2Video

Mean Rank (MR): 93. Result ID: 69d4ad6047f34ce924bbfef8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77841e209131cea73c59.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Text-only

Mean Rank (MR): 123. Result ID: 69d4ad6047f34ce924bbfef6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77841e209131cea73c59.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### VidDetours

Mean Rank (MR): 125. Result ID: 69d4ad6047f34ce924bbfef5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77841e209131cea73c59.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73121e209131cea5a46f.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### CoVR

Mean Rank (MR): 161. Result ID: 69d4ad6047f34ce924bbfef4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77841e209131cea73c59.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77af1e209131cea74b9e.md>)

[Implementation](<https://imagine.enpc.fr/~ventural/covr>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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