# CTR Prediction on News Feed (test)

Source: [CTR Prediction on News Feed (test)](<https://www.sota2.com/research/sota/ctr-prediction-on-news-feed-test>)

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

Data updated: 2026-02-26T05:24:23.793Z

Evaluation of Click-Through Rate (CTR) Prediction performance on the test split of the News Feed dataset, measured using AUC and Logloss.

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 | CTR Prediction |
| Dataset (including any stated split) | News Feed (test) |
| Metric | AUC |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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/ctr-prediction-on-news-feed-test.md?metric=AUC>): Higher is better; unit: PERCENT.

- [Logloss](<https://www.sota2.com/research/sota/ctr-prediction-on-news-feed-test.md?metric=Logloss>): Lower is better; unit: SCALAR.

## Recorded results

| Method | AUC | Result date | Report paper |
| --- | --- | --- | --- |
| DSTN-I | 66.79 | Not recorded | 68fa66171e209131cea0e424 |
| DSTN-S | 66.59 | Not recorded | 68fa66171e209131cea0e424 |
| DSTN-P | 66.35 | Not recorded | 68fa66171e209131cea0e424 |
| GRU | 63.67 | Not recorded | 68fa66171e209131cea0e424 |
| DeepFM | 61.64 | Not recorded | 68fa66171e209131cea0e424 |
| Wide&Deep | 61.46 | Not recorded | 68fa66171e209131cea0e424 |
| DNN | 61.34 | Not recorded | 68fa66171e209131cea0e424 |
| FM | 61.19 | Not recorded | 68fa66171e209131cea0e424 |
| LR | 60.98 | Not recorded | 68fa66171e209131cea0e424 |

### DSTN-I

AUC: 66.79. Result ID: 698cd9e48b517eb4331d2d16.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66171e209131cea0e424.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66171e209131cea0e424.md>)

[Implementation](<https://github.com/oywtece/dstn>)

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

### DSTN-S

AUC: 66.59. Result ID: 698cd9e48b517eb4331d2d15.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66171e209131cea0e424.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66171e209131cea0e424.md>)

[Implementation](<https://github.com/oywtece/dstn>)

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

### DSTN-P

AUC: 66.35. Result ID: 698cd9e48b517eb4331d2d14.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66171e209131cea0e424.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66171e209131cea0e424.md>)

[Implementation](<https://github.com/oywtece/dstn>)

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

### GRU

AUC: 63.67. Result ID: 698cd9e48b517eb4331d2d13.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66171e209131cea0e424.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa619e1e209131ce9f5331.md>)

[Implementation](<https://github.com/jych/librnn.git>)

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

### DeepFM

AUC: 61.64. Result ID: 698cd9e48b517eb4331d2d12.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66171e209131cea0e424.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa632f1e209131ce9fd2ab.md>)

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

### Wide&Deep

AUC: 61.46. Result ID: 698cd9e48b517eb4331d2d11.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66171e209131cea0e424.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa629e1e209131ce9fa416.md>)

[Implementation](<http://tensorflow.org/>)

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

### DNN

AUC: 61.34. Result ID: 698cd9e48b517eb4331d2d10.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66171e209131cea0e424.md>)

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

### FM

AUC: 61.19. Result ID: 698cd9e48b517eb4331d2d0f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66171e209131cea0e424.md>)

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

### LR

AUC: 60.98. Result ID: 698cd9e48b517eb4331d2d0e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66171e209131cea0e424.md>)

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

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