# CVR Prediction on Taobao Dataset (test)

Source: [CVR Prediction on Taobao Dataset (test)](<https://www.sota2.com/research/sota/cvr-prediction-on-taobao-dataset-test>)

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

Data updated: 2026-02-26T05:24:49.647Z

Evaluation of Conversion Rate (CVR) prediction performance on the test split of the Taobao dataset, measured using AUC and T&I Speed.

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) | Taobao Dataset (test) |
| Metric | AUC |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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

- [AUC](<https://www.sota2.com/research/sota/cvr-prediction-on-taobao-dataset-test.md?metric=AUC>): Higher is better; unit: SCALAR.

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

## Recorded results

| Method | AUC | Result date | Report paper |
| --- | --- | --- | --- |
| TGA | 0.7454 | Not recorded | 6971af30e25ad2fa9d1edafb |
| END4Rec | 0.7405 | Not recorded | 6971af30e25ad2fa9d1edafb |
| Linear Transformer | 0.7348 | Not recorded | 6971af30e25ad2fa9d1edafb |
| MB-STR | 0.7334 | Not recorded | 6971af30e25ad2fa9d1edafb |
| Reformer | 0.7306 | Not recorded | 6971af30e25ad2fa9d1edafb |
| Transformer | 0.7276 | Not recorded | 6971af30e25ad2fa9d1edafb |
| Longformer | 0.7244 | Not recorded | 6971af30e25ad2fa9d1edafb |

### TGA

AUC: 0.7454. Result ID: 699625135698665ec465cf19.

[Reporting paper](<https://www.sota2.com/research/paper/6971af30e25ad2fa9d1edafb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6971af30e25ad2fa9d1edafb.md>)

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

### END4Rec

AUC: 0.7405. Result ID: 699625135698665ec465cf15.

[Reporting paper](<https://www.sota2.com/research/paper/6971af30e25ad2fa9d1edafb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72b31e209131cea5804b.md>)

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

### Linear Transformer

AUC: 0.7348. Result ID: 699625135698665ec465cf17.

[Reporting paper](<https://www.sota2.com/research/paper/6971af30e25ad2fa9d1edafb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68471e209131cea1b069.md>)

[Implementation](<https://linear-transformers.com/>)

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

### MB-STR

AUC: 0.7334. Result ID: 699625135698665ec465cf14.

[Reporting paper](<https://www.sota2.com/research/paper/6971af30e25ad2fa9d1edafb.md>)

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

### Reformer

AUC: 0.7306. Result ID: 699625135698665ec465cf16.

[Reporting paper](<https://www.sota2.com/research/paper/6971af30e25ad2fa9d1edafb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa671b1e209131cea143ed.md>)

[Implementation](<https://github.com/google/trax/tree/master/trax/models/reformer>)

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

### Transformer

AUC: 0.7276. Result ID: 699625135698665ec465cf13.

[Reporting paper](<https://www.sota2.com/research/paper/6971af30e25ad2fa9d1edafb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa703d1e209131cea49db1.md>)

[Implementation](<https://github.com/tensorflow/tensor2tensor>)

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

### Longformer

AUC: 0.7244. Result ID: 699625135698665ec465cf18.

[Reporting paper](<https://www.sota2.com/research/paper/6971af30e25ad2fa9d1edafb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68d41e209131cea1e701.md>)

[Implementation](<https://github.com/allenai/longformer>)

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

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