# Personalized Recommendation on Kwai (test)

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

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

Data updated: 2026-02-26T05:58:51.934Z

Evaluation of Personalized Recommendation performance on the test split of the Kwai 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) | Kwai (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-kwai-test.md?metric=Precision%4010>): Higher is better; unit: PERCENT.

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

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

## Recorded results

| Method | Precision@10 | Result date | Report paper |
| --- | --- | --- | --- |
| GRCN | 1.68 | Not recorded | 68fa6b291e209131cea2c6d3 |
| GAT | 1.51 | Not recorded | 68fa6b291e209131cea2c6d3 |
| DisenGCN | 1.27 | Not recorded | 68fa6b291e209131cea2c6d3 |
| MMGCN | 1.2 | Not recorded | 68fa6b291e209131cea2c6d3 |
| NGCF | 1.18 | Not recorded | 68fa6b291e209131cea2c6d3 |
| GraphSAGE | 0.8 | Not recorded | 68fa6b291e209131cea2c6d3 |

### GRCN

Precision@10: 1.68. Result ID: 698e629bffc3901de09d2645.

[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.

### GAT

Precision@10: 1.51. Result ID: 698e629bffc3901de09d2644.

[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: 1.27. Result ID: 698e629bffc3901de09d2643.

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

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

### MMGCN

Precision@10: 1.2. Result ID: 698e629bffc3901de09d2641.

[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: 1.18. Result ID: 698e629bffc3901de09d2642.

[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: 0.8. Result ID: 698e629bffc3901de09d2640.

[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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