# Item-to-Item Retrieval on proprietary industrial short-video dataset

Source: [Item-to-Item Retrieval on proprietary industrial short-video dataset](<https://www.sota2.com/research/sota/item-to-item-retrieval-on-proprietary-industrial-short-video-dataset>)

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

Data updated: 2026-06-02T12:18:38.005Z

Evaluation of Item-to-Item Retrieval performance on a proprietary industrial short-video dataset, measured using AUC metrics such as SID Embedding AUC.

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 | Item-to-Item Retrieval |
| Dataset (including any stated split) | proprietary industrial short-video dataset |
| Metric | SID Embedding AUC |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

- [SID Embedding AUC](<https://www.sota2.com/research/sota/item-to-item-retrieval-on-proprietary-industrial-short-video-dataset.md?metric=SID%20Embedding%20AUC>): Higher is better; unit: PERCENT.

- [Weighted SID Match AUC](<https://www.sota2.com/research/sota/item-to-item-retrieval-on-proprietary-industrial-short-video-dataset.md?metric=Weighted%20SID%20Match%20AUC>): Higher is better; unit: PERCENT.

- [Exact SID Match AUC](<https://www.sota2.com/research/sota/item-to-item-retrieval-on-proprietary-industrial-short-video-dataset.md?metric=Exact%20SID%20Match%20AUC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | SID Embedding AUC | Result date | Report paper |
| --- | --- | --- | --- |
| DRQ-VAE+CL | 91.21 | Not recorded | 6a1e6438dbd7150506f8587e |
| DRQ-VAE | 91.14 | Not recorded | 6a1e6438dbd7150506f8587e |
| RQ-VAE | 91.12 | Not recorded | 6a1e6438dbd7150506f8587e |
| RQP-VAE | 91.12 | Not recorded | 6a1e6438dbd7150506f8587e |
| RQ-KMeans | 91.03 | Not recorded | 6a1e6438dbd7150506f8587e |

### DRQ-VAE+CL

SID Embedding AUC: 91.21. Result ID: 6a1eca0cfbc373592c1a636b.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6438dbd7150506f8587e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1e6438dbd7150506f8587e.md>)

Recorded evaluation configuration: {"collaborative supervision":"true"}. This record does not assert independent reproduction.

### DRQ-VAE

SID Embedding AUC: 91.14. Result ID: 6a1eca0cfbc373592c1a636a.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6438dbd7150506f8587e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1e6438dbd7150506f8587e.md>)

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

### RQ-VAE

SID Embedding AUC: 91.12. Result ID: 6a1eca0cfbc373592c1a6367.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6438dbd7150506f8587e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a591e209131cea27a22.md>)

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

### RQP-VAE

SID Embedding AUC: 91.12. Result ID: 6a1eca0cfbc373592c1a6368.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6438dbd7150506f8587e.md>)

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

### RQ-KMeans

SID Embedding AUC: 91.03. Result ID: 6a1eca0cfbc373592c1a6369.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6438dbd7150506f8587e.md>)

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

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