# CVR Prediction on Internal Production Advertising Dataset

Source: [CVR Prediction on Internal Production Advertising Dataset](<https://www.sota2.com/research/sota/cvr-prediction-on-internal-production-advertising-dataset>)

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

Data updated: 2026-05-26T07:28:47.705Z

Evaluation of Conversion Rate (CVR) prediction performance on the Internal Production Advertising Dataset, focusing on prediction accuracy (CVR N.E.) and system efficiency (Inference QPS, Storage usage).

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 | CVR Prediction |
| Dataset (including any stated split) | Internal Production Advertising Dataset |
| Metric | CVR Relative Error |
| Unit | PERCENT |
| 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

- [CVR Relative Error](<https://www.sota2.com/research/sota/cvr-prediction-on-internal-production-advertising-dataset.md?metric=CVR%20Relative%20Error>): Lower is better; unit: PERCENT.

- [Inference QPS](<https://www.sota2.com/research/sota/cvr-prediction-on-internal-production-advertising-dataset.md?metric=Inference%20QPS>): Higher is better; unit: SCALAR.

- [Storage Usage](<https://www.sota2.com/research/sota/cvr-prediction-on-internal-production-advertising-dataset.md?metric=Storage%20Usage>): Lower is better; unit: SIZE.

## Recorded results

| Method | CVR Relative Error | Result date | Report paper |
| --- | --- | --- | --- |
| V1-TQ-Ember(Quadratic) | -0.26 | Not recorded | 6a152906dbd7150506f7de0f |
| V1-TQ-Ember(Affine + Quadratic) | -0.26 | Not recorded | 6a152906dbd7150506f7de0f |
| V1-TQ-Ember(Affine) | -0.23 | Not recorded | 6a152906dbd7150506f7de0f |
| V1 | -0.17 | Not recorded | 6a152906dbd7150506f7de0f |
| V1-TQ | -0.168 | Not recorded | 6a152906dbd7150506f7de0f |
| LITE | -0.08 | Not recorded | 6a152906dbd7150506f7de0f |

### V1-TQ-Ember(Quadratic)

CVR Relative Error: -0.26. Result ID: 6a154b94fbc373592c0c4dcc.

[Reporting paper](<https://www.sota2.com/research/paper/6a152906dbd7150506f7de0f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a152906dbd7150506f7de0f.md>)

Recorded evaluation configuration: {"Ember architecture":"Quadratic"}. This record does not assert independent reproduction.

### V1-TQ-Ember(Affine + Quadratic)

CVR Relative Error: -0.26. Result ID: 6a154b94fbc373592c0c4dcd.

[Reporting paper](<https://www.sota2.com/research/paper/6a152906dbd7150506f7de0f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a152906dbd7150506f7de0f.md>)

Recorded evaluation configuration: {"Ember architecture":"Affine + Quadratic"}. This record does not assert independent reproduction.

### V1-TQ-Ember(Affine)

CVR Relative Error: -0.23. Result ID: 6a154b94fbc373592c0c4dcb.

[Reporting paper](<https://www.sota2.com/research/paper/6a152906dbd7150506f7de0f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a152906dbd7150506f7de0f.md>)

Recorded evaluation configuration: {"Ember architecture":"Affine"}. This record does not assert independent reproduction.

### V1

CVR Relative Error: -0.17. Result ID: 6a154b94fbc373592c0c4dc9.

[Reporting paper](<https://www.sota2.com/research/paper/6a152906dbd7150506f7de0f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a152906dbd7150506f7de0f.md>)

Recorded evaluation configuration: {"Version":"V1"}. This record does not assert independent reproduction.

### V1-TQ

CVR Relative Error: -0.168. Result ID: 6a154b94fbc373592c0c4dca.

[Reporting paper](<https://www.sota2.com/research/paper/6a152906dbd7150506f7de0f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a152906dbd7150506f7de0f.md>)

Recorded evaluation configuration: {"Version":"V1","Temporal Quantization":"true"}. This record does not assert independent reproduction.

### LITE

CVR Relative Error: -0.08. Result ID: 6a154b94fbc373592c0c4dc8.

[Reporting paper](<https://www.sota2.com/research/paper/6a152906dbd7150506f7de0f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a152906dbd7150506f7de0f.md>)

Recorded evaluation configuration: {"Version":"LITE"}. This record does not assert independent reproduction.

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