# Sequential Recommendation on Beauty (NDCG@10, HitRatio@10, Fair-0.8)

Source: [Sequential Recommendation on Beauty (NDCG@10, HitRatio@10, Fair-0.8)](<https://www.sota2.com/research/sota/sequential-recommendation-on-beauty-ndcg-at-10-hitratio-at-10-fair-0-8>)

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

Data updated: 2026-06-23T09:52:40.874Z

Evaluation of Sequential Recommendation performance on the Beauty dataset, reporting ranking metrics NDCG@10, HitRatio@10, and the fairness metric Fair-0.8.

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 | Sequential Recommendation |
| Dataset (including any stated split) | Beauty |
| Metric | NDCG@10 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 18 of 18 |
| 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

- [NDCG@10](<https://www.sota2.com/research/sota/sequential-recommendation-on-beauty-ndcg-at-10-hitratio-at-10-fair-0-8.md?metric=NDCG%4010>): Higher is better; unit: PERCENT.

- [HitRatio@10](<https://www.sota2.com/research/sota/sequential-recommendation-on-beauty-ndcg-at-10-hitratio-at-10-fair-0-8.md?metric=HitRatio%4010>): Higher is better; unit: PERCENT.

- [Fair-0.8](<https://www.sota2.com/research/sota/sequential-recommendation-on-beauty-ndcg-at-10-hitratio-at-10-fair-0-8.md?metric=Fair-0.8>): Higher is better; unit: PERCENT.

## Recorded results

| Method | NDCG@10 | Result date | Report paper |
| --- | --- | --- | --- |
| SPRINT | 4.13 | Not recorded | 6a3a1329206542251d7c7106 |
| SPRINT | 4.06 | Not recorded | 6a3a1329206542251d7c7106 |
| ReSN | 3.52 | Not recorded | 6a3a1329206542251d7c7106 |
| MOJITO | 3.5 | Not recorded | 6a3a1329206542251d7c7106 |
| LogDet | 3.5 | Not recorded | 6a3a1329206542251d7c7106 |
| LogDet | 3.49 | Not recorded | 6a3a1329206542251d7c7106 |
| TPAB | 3.49 | Not recorded | 6a3a1329206542251d7c7106 |
| DROS | 3.46 | Not recorded | 6a3a1329206542251d7c7106 |
| MOJITO | 3.43 | Not recorded | 6a3a1329206542251d7c7106 |
| HSTU | 3.41 | Not recorded | 6a3a1329206542251d7c7106 |
| D2LR | 3.35 | Not recorded | 6a3a1329206542251d7c7106 |
| ReSN | 3.35 | Not recorded | 6a3a1329206542251d7c7106 |
| R2Rec | 3.27 | Not recorded | 6a3a1329206542251d7c7106 |
| R2Rec | 3.27 | Not recorded | 6a3a1329206542251d7c7106 |
| D2LR | 3.23 | Not recorded | 6a3a1329206542251d7c7106 |
| DROS | 3.19 | Not recorded | 6a3a1329206542251d7c7106 |
| SASRec | 3.15 | Not recorded | 6a3a1329206542251d7c7106 |
| TPAB | 2.81 | Not recorded | 6a3a1329206542251d7c7106 |

### SPRINT

NDCG@10: 4.13. Result ID: 6a3a5758fbc373592c362f60.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a1329206542251d7c7106.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3a1329206542251d7c7106.md>)

Recorded evaluation configuration: {"Backbone":"HSTU"}. This record does not assert independent reproduction.

### SPRINT

NDCG@10: 4.06. Result ID: 6a3a5758fbc373592c362f57.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a1329206542251d7c7106.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3a1329206542251d7c7106.md>)

Recorded evaluation configuration: {"Backbone":"SASRec++"}. This record does not assert independent reproduction.

### ReSN

NDCG@10: 3.52. Result ID: 6a3a5758fbc373592c362f56.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a1329206542251d7c7106.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78111e209131cea769db.md>)

Recorded evaluation configuration: {"Backbone":"SASRec++"}. This record does not assert independent reproduction.

### MOJITO

NDCG@10: 3.5. Result ID: 6a3a5758fbc373592c362f51.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a1329206542251d7c7106.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fe61e209131cea47f8f.md>)

Recorded evaluation configuration: {"Backbone":"SASRec++"}. This record does not assert independent reproduction.

### LogDet

NDCG@10: 3.5. Result ID: 6a3a5758fbc373592c362f5e.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a1329206542251d7c7106.md>)

Recorded evaluation configuration: {"Backbone":"HSTU"}. This record does not assert independent reproduction.

### LogDet

NDCG@10: 3.49. Result ID: 6a3a5758fbc373592c362f55.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a1329206542251d7c7106.md>)

Recorded evaluation configuration: {"Backbone":"SASRec++"}. This record does not assert independent reproduction.

### TPAB

NDCG@10: 3.49. Result ID: 6a3a5758fbc373592c362f5b.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a1329206542251d7c7106.md>)

Recorded evaluation configuration: {"Backbone":"HSTU"}. This record does not assert independent reproduction.

### DROS

NDCG@10: 3.46. Result ID: 6a3a5758fbc373592c362f59.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a1329206542251d7c7106.md>)

Recorded evaluation configuration: {"Backbone":"HSTU"}. This record does not assert independent reproduction.

### MOJITO

NDCG@10: 3.43. Result ID: 6a3a5758fbc373592c362f5a.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a1329206542251d7c7106.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fe61e209131cea47f8f.md>)

Recorded evaluation configuration: {"Backbone":"HSTU"}. This record does not assert independent reproduction.

### HSTU

NDCG@10: 3.41. Result ID: 6a3a5758fbc373592c362f58.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a1329206542251d7c7106.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73121e209131cea5a488.md>)

Recorded evaluation configuration: {"Backbone":"HSTU"}. This record does not assert independent reproduction.

### D2LR

NDCG@10: 3.35. Result ID: 6a3a5758fbc373592c362f5d.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a1329206542251d7c7106.md>)

Recorded evaluation configuration: {"Backbone":"HSTU"}. This record does not assert independent reproduction.

### ReSN

NDCG@10: 3.35. Result ID: 6a3a5758fbc373592c362f5f.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a1329206542251d7c7106.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78111e209131cea769db.md>)

Recorded evaluation configuration: {"Backbone":"HSTU"}. This record does not assert independent reproduction.

### R2Rec

NDCG@10: 3.27. Result ID: 6a3a5758fbc373592c362f53.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a1329206542251d7c7106.md>)

Recorded evaluation configuration: {"Backbone":"SASRec++"}. This record does not assert independent reproduction.

### R2Rec

NDCG@10: 3.27. Result ID: 6a3a5758fbc373592c362f5c.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a1329206542251d7c7106.md>)

Recorded evaluation configuration: {"Backbone":"HSTU"}. This record does not assert independent reproduction.

### D2LR

NDCG@10: 3.23. Result ID: 6a3a5758fbc373592c362f54.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a1329206542251d7c7106.md>)

Recorded evaluation configuration: {"Backbone":"SASRec++"}. This record does not assert independent reproduction.

### DROS

NDCG@10: 3.19. Result ID: 6a3a5758fbc373592c362f50.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a1329206542251d7c7106.md>)

Recorded evaluation configuration: {"Backbone":"SASRec++"}. This record does not assert independent reproduction.

### SASRec

NDCG@10: 3.15. Result ID: 6a3a5758fbc373592c362f4f.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a1329206542251d7c7106.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64c81e209131cea06918.md>)

Recorded evaluation configuration: {"Backbone":"SASRec++"}. This record does not assert independent reproduction.

### TPAB

NDCG@10: 2.81. Result ID: 6a3a5758fbc373592c362f52.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a1329206542251d7c7106.md>)

Recorded evaluation configuration: {"Backbone":"SASRec++"}. This record does not assert independent reproduction.

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