# Sequential Recommendation on Clothing (NDCG@5, HitRatio@5, Fair-0.8)

Source: [Sequential Recommendation on Clothing (NDCG@5, HitRatio@5, Fair-0.8)](<https://www.sota2.com/research/sota/sequential-recommendation-on-clothing-ndcg-at-5-hitratio-at-5-fair-0-8>)

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

Data updated: 2026-06-23T09:52:41.170Z

Evaluation of sequential recommendation performance on the Clothing dataset, measured using ranking metrics NDCG@5, HitRatio@5, 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) | Clothing |
| Metric | NDCG@5 |
| Unit | SCALAR |
| 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@5](<https://www.sota2.com/research/sota/sequential-recommendation-on-clothing-ndcg-at-5-hitratio-at-5-fair-0-8.md?metric=NDCG%405>): Higher is better; unit: SCALAR.

- [HitRatio@5](<https://www.sota2.com/research/sota/sequential-recommendation-on-clothing-ndcg-at-5-hitratio-at-5-fair-0-8.md?metric=HitRatio%405>): Higher is better; unit: SCALAR.

- [Fairness (Threshold 0.8)](<https://www.sota2.com/research/sota/sequential-recommendation-on-clothing-ndcg-at-5-hitratio-at-5-fair-0-8.md?metric=Fairness%20(Threshold%200.8)>): Lower is better; unit: SCALAR.

## Recorded results

| Method | NDCG@5 | Result date | Report paper |
| --- | --- | --- | --- |
| SPRINT | 0.0036 | Not recorded | 6a3a1329206542251d7c7106 |
| SPRINT | 0.0036 | Not recorded | 6a3a1329206542251d7c7106 |
| ReSN | 0.0032 | Not recorded | 6a3a1329206542251d7c7106 |
| LogDet | 0.0028 | Not recorded | 6a3a1329206542251d7c7106 |
| ReSN | 0.0027 | Not recorded | 6a3a1329206542251d7c7106 |
| MOJITO | 0.0026 | Not recorded | 6a3a1329206542251d7c7106 |
| MOJITO | 0.0025 | Not recorded | 6a3a1329206542251d7c7106 |
| LogDet | 0.0025 | Not recorded | 6a3a1329206542251d7c7106 |
| R2Rec | 0.0024 | Not recorded | 6a3a1329206542251d7c7106 |
| DROS | 0.0023 | Not recorded | 6a3a1329206542251d7c7106 |
| D2LR | 0.0023 | Not recorded | 6a3a1329206542251d7c7106 |
| HSTU | 0.0022 | Not recorded | 6a3a1329206542251d7c7106 |
| DROS | 0.002 | Not recorded | 6a3a1329206542251d7c7106 |
| R2Rec | 0.0019 | Not recorded | 6a3a1329206542251d7c7106 |
| SASRec++ | 0.0018 | Not recorded | 6a3a1329206542251d7c7106 |
| D2LR | 0.0017 | Not recorded | 6a3a1329206542251d7c7106 |
| TPAB | 0.001 | Not recorded | 6a3a1329206542251d7c7106 |
| TPAB | 0.0004 | Not recorded | 6a3a1329206542251d7c7106 |

### SPRINT

NDCG@5: 0.0036. Result ID: 6a3a5758fbc373592c362fe7.

[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.

### SPRINT

NDCG@5: 0.0036. Result ID: 6a3a5758fbc373592c362ff0.

[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.

### ReSN

NDCG@5: 0.0032. Result ID: 6a3a5758fbc373592c362fe6.

[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.

### LogDet

NDCG@5: 0.0028. Result ID: 6a3a5758fbc373592c362fee.

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

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

### ReSN

NDCG@5: 0.0027. Result ID: 6a3a5758fbc373592c362fef.

[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.

### MOJITO

NDCG@5: 0.0026. Result ID: 6a3a5758fbc373592c362fea.

[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.

### MOJITO

NDCG@5: 0.0025. Result ID: 6a3a5758fbc373592c362fe1.

[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@5: 0.0025. Result ID: 6a3a5758fbc373592c362fe5.

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

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

### R2Rec

NDCG@5: 0.0024. Result ID: 6a3a5758fbc373592c362fec.

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

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

### DROS

NDCG@5: 0.0023. Result ID: 6a3a5758fbc373592c362fe9.

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

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

### D2LR

NDCG@5: 0.0023. Result ID: 6a3a5758fbc373592c362fed.

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

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

### HSTU

NDCG@5: 0.0022. Result ID: 6a3a5758fbc373592c362fe8.

[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.

### DROS

NDCG@5: 0.002. Result ID: 6a3a5758fbc373592c362fe0.

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

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

### R2Rec

NDCG@5: 0.0019. Result ID: 6a3a5758fbc373592c362fe3.

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

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

### SASRec++

NDCG@5: 0.0018. Result ID: 6a3a5758fbc373592c362fdf.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa71431e209131cea503ca.md>)

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

### D2LR

NDCG@5: 0.0017. Result ID: 6a3a5758fbc373592c362fe4.

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

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

### TPAB

NDCG@5: 0.001. Result ID: 6a3a5758fbc373592c362feb.

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

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

### TPAB

NDCG@5: 0.0004. Result ID: 6a3a5758fbc373592c362fe2.

[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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