# Knowledge-aware Recommendation on Yelp 2018

Source: [Knowledge-aware Recommendation on Yelp 2018](<https://www.sota2.com/research/sota/knowledge-aware-recommendation-on-yelp-2018>)

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

Data updated: 2026-02-26T06:01:37.238Z

Evaluation of Knowledge-aware Recommendation performance on the Yelp 2018 dataset, measured using ranking metrics like Recall@20 and NDCG@20.

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 | Knowledge-aware Recommendation |
| Dataset (including any stated split) | Yelp 2018 |
| Metric | Recall@20 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

- [Recall@20](<https://www.sota2.com/research/sota/knowledge-aware-recommendation-on-yelp-2018.md?metric=Recall%4020>): Higher is better; unit: PERCENT.

- [NDCG@20](<https://www.sota2.com/research/sota/knowledge-aware-recommendation-on-yelp-2018.md?metric=NDCG%4020>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Recall@20 | Result date | Report paper |
| --- | --- | --- | --- |
| Simple-HGN | 7.32 | Not recorded | 68fa6b861e209131cea2eda0 |
| KGAT- | 7.15 | Not recorded | 68fa6b861e209131cea2eda0 |
| KGAT | 6.97 | Not recorded | 68fa6b861e209131cea2eda0 |
| KGCN | 6.83 | Not recorded | 68fa6b861e209131cea2eda0 |
| KGNN-LS | 6.71 | Not recorded | 68fa6b861e209131cea2eda0 |

### Simple-HGN

Recall@20: 7.32. Result ID: 698e945effc3901de09ed3e4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b861e209131cea2eda0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b861e209131cea2eda0.md>)

[Implementation](<https://github.com/THUDM/HGB>)

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

### KGAT-

Recall@20: 7.15. Result ID: 698e945effc3901de09ed3e3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b861e209131cea2eda0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65e01e209131cea0d0d8.md>)

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

Recorded evaluation configuration: {"redundant designs":"removed"}. This record does not assert independent reproduction.

### KGAT

Recall@20: 6.97. Result ID: 698e945effc3901de09ed3e2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b861e209131cea2eda0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65e01e209131cea0d0d8.md>)

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

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

### KGCN

Recall@20: 6.83. Result ID: 698e945effc3901de09ed3e0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b861e209131cea2eda0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65a71e209131cea0b9c1.md>)

[Implementation](<https://github.com/hwwang55/KGCN>)

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

### KGNN-LS

Recall@20: 6.71. Result ID: 698e945effc3901de09ed3e1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b861e209131cea2eda0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65dd1e209131cea0ceef.md>)

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

Page 1 of 1. This is an index page, not the full collection.