# Rating Prediction on Douban

Source: [Rating Prediction on Douban](<https://www.sota2.com/research/sota/rating-prediction-on-douban>)

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

Data updated: 2026-02-26T05:59:51.659Z

Evaluation of Rating Prediction performance on the Douban dataset, typically measured by RMSE.

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 | Rating Prediction |
| Dataset (including any stated split) | Douban |
| Metric | RMSE |
| Unit | SCALAR |
| Direction | Lower 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

- [RMSE](<https://www.sota2.com/research/sota/rating-prediction-on-douban.md?metric=RMSE>): Lower is better; unit: SCALAR.

## Recorded results

| Method | RMSE | Result date | Report paper |
| --- | --- | --- | --- |
| I-CFN | 0.6911 | Not recorded | 68fa63e81e209131cea015cb |
| I-Autorec | 0.6945 | Not recorded | 68fa63e81e209131cea015cb |
| LLORMA | 0.6968 | Not recorded | 68fa63e81e209131cea015cb |
| ALS-WR | 0.701 | Not recorded | 68fa63e81e209131cea015cb |
| U-CFN | 0.7049 | Not recorded | 68fa63e81e209131cea015cb |
| U-CFN++ | 0.705 | Not recorded | 68fa63e81e209131cea015cb |
| BPMF | 0.7133 | Not recorded | 68fa63e81e209131cea015cb |

### I-CFN

RMSE: 0.6911. Result ID: 698c0623f729bc7f68e7e14e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa63e81e209131cea015cb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63e81e209131cea015cb.md>)

[Implementation](<https://github.com/fstrub95/Autoencoders_cf>)

Recorded evaluation configuration: {"Side Information":false}. This record does not assert independent reproduction.

### I-Autorec

RMSE: 0.6945. Result ID: 698c0623f729bc7f68e7e14b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa63e81e209131cea015cb.md>)

Recorded evaluation configuration: {"Side Information":false}. This record does not assert independent reproduction.

### LLORMA

RMSE: 0.6968. Result ID: 698c0623f729bc7f68e7e14a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa63e81e209131cea015cb.md>)

Recorded evaluation configuration: {"Side Information":false}. This record does not assert independent reproduction.

### ALS-WR

RMSE: 0.701. Result ID: 698c0623f729bc7f68e7e149.

[Reporting paper](<https://www.sota2.com/research/paper/68fa63e81e209131cea015cb.md>)

Recorded evaluation configuration: {"Side Information":false}. This record does not assert independent reproduction.

### U-CFN

RMSE: 0.7049. Result ID: 698c0623f729bc7f68e7e14c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa63e81e209131cea015cb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63e81e209131cea015cb.md>)

[Implementation](<https://github.com/fstrub95/Autoencoders_cf>)

Recorded evaluation configuration: {"Side Information":false}. This record does not assert independent reproduction.

### U-CFN++

RMSE: 0.705. Result ID: 698c0623f729bc7f68e7e14d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa63e81e209131cea015cb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63e81e209131cea015cb.md>)

[Implementation](<https://github.com/fstrub95/Autoencoders_cf>)

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

### BPMF

RMSE: 0.7133. Result ID: 698c0623f729bc7f68e7e148.

[Reporting paper](<https://www.sota2.com/research/paper/68fa63e81e209131cea015cb.md>)

Recorded evaluation configuration: {"Side Information":false}. This record does not assert independent reproduction.

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