# Personalized Recommendation on Movielens (test)

Source: [Personalized Recommendation on Movielens (test)](<https://www.sota2.com/research/sota/personalized-recommendation-on-movielens-test>)

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

Data updated: 2026-02-26T05:58:51.904Z

Evaluation of Personalized Recommendation performance on the test split of the Movielens dataset, measured using ranking metrics like Precision@10, Recall@10, and NDCG@10.

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 | Personalized Recommendation |
| Dataset (including any stated split) | Movielens (test) |
| Metric | Precision@10 |
| Unit | PERCENT |
| Direction | Higher 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

- [Precision@10](<https://www.sota2.com/research/sota/personalized-recommendation-on-movielens-test.md?metric=Precision%4010>): Higher is better; unit: PERCENT.

- [Recall@10](<https://www.sota2.com/research/sota/personalized-recommendation-on-movielens-test.md?metric=Recall%4010>): Higher is better; unit: PERCENT.

- [NDCG@10](<https://www.sota2.com/research/sota/personalized-recommendation-on-movielens-test.md?metric=NDCG%4010>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Precision@10 | Result date | Report paper |
| --- | --- | --- | --- |
| GRCN | 6.39 | Not recorded | 68fa6b291e209131cea2c6d3 |
| MMGCN | 5.81 | Not recorded | 68fa6b291e209131cea2c6d3 |
| GAT | 5.69 | Not recorded | 68fa6b291e209131cea2c6d3 |
| DisenGCN | 5.55 | Not recorded | 68fa6b291e209131cea2c6d3 |
| NGCF | 5.47 | Not recorded | 68fa6b291e209131cea2c6d3 |
| GraphSAGE | 4.96 | Not recorded | 68fa6b291e209131cea2c6d3 |

### GRCN

Precision@10: 6.39. Result ID: 698e629bffc3901de09d2639.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b291e209131cea2c6d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b291e209131cea2c6d3.md>)

[Implementation](<https://github.com/weiyinwei/GRCN>)

Recorded evaluation configuration: {"GCN layers":2}. This record does not assert independent reproduction.

### MMGCN

Precision@10: 5.81. Result ID: 698e629bffc3901de09d2635.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b291e209131cea2c6d3.md>)

Recorded evaluation configuration: {"GCN layers":2}. This record does not assert independent reproduction.

### GAT

Precision@10: 5.69. Result ID: 698e629bffc3901de09d2638.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b291e209131cea2c6d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa640b1e209131cea0244e.md>)

[Implementation](<https://github.com/PetarV-/GAT>)

Recorded evaluation configuration: {"GCN layers":2}. This record does not assert independent reproduction.

### DisenGCN

Precision@10: 5.55. Result ID: 698e629bffc3901de09d2637.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b291e209131cea2c6d3.md>)

Recorded evaluation configuration: {"GCN layers":2}. This record does not assert independent reproduction.

### NGCF

Precision@10: 5.47. Result ID: 698e629bffc3901de09d2636.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b291e209131cea2c6d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67d21e209131cea18ab9.md>)

[Implementation](<https://github.com/xiangwang1223/neural_graph_collaborative_filtering>)

Recorded evaluation configuration: {"GCN layers":2}. This record does not assert independent reproduction.

### GraphSAGE

Precision@10: 4.96. Result ID: 698e629bffc3901de09d2634.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b291e209131cea2c6d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64c31e209131cea0664e.md>)

[Implementation](<http://snap.stanford.edu/graphsage/>)

Recorded evaluation configuration: {"GCN layers":2}. This record does not assert independent reproduction.

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