# Sequential Recommendation on Beauty (Cov@10, TCov@10)

Source: [Sequential Recommendation on Beauty (Cov@10, TCov@10)](<https://www.sota2.com/research/sota/sequential-recommendation-on-beauty-cov-at-10-tcov-at-10>)

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

Data updated: 2026-04-07T08:21:01.548Z

Evaluation of Sequential Recommendation performance on the Beauty dataset, focusing on coverage metrics Cov@10 and TCov@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 | Sequential Recommendation |
| Dataset (including any stated split) | Beauty |
| Metric | Coverage@10 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 15 of 15 |
| 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

- [Coverage@10](<https://www.sota2.com/research/sota/sequential-recommendation-on-beauty-cov-at-10-tcov-at-10.md?metric=Coverage%4010>): Higher is better; unit: PERCENT.

- [TCoverage@10](<https://www.sota2.com/research/sota/sequential-recommendation-on-beauty-cov-at-10-tcov-at-10.md?metric=TCoverage%4010>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Coverage@10 | Result date | Report paper |
| --- | --- | --- | --- |
| FAERec | 86.12 | Not recorded | 69d48f657d0172140ec74176 |
| FAERec | 85.71 | Not recorded | 69d48f657d0172140ec74176 |
| FAERec | 85.38 | Not recorded | 69d48f657d0172140ec74176 |
| RLMRec-Con | 70.1 | Not recorded | 69d48f657d0172140ec74176 |
| Base | 69.72 | Not recorded | 69d48f657d0172140ec74176 |
| LOAM | 67.68 | Not recorded | 69d48f657d0172140ec74176 |
| Base | 66.79 | Not recorded | 69d48f657d0172140ec74176 |
| LOAM | 64.19 | Not recorded | 69d48f657d0172140ec74176 |
| RLMRec-Con | 54.77 | Not recorded | 69d48f657d0172140ec74176 |
| Base | 52.73 | Not recorded | 69d48f657d0172140ec74176 |
| LLM-ESR | 51.76 | Not recorded | 69d48f657d0172140ec74176 |
| LOAM | 50.92 | Not recorded | 69d48f657d0172140ec74176 |
| RLMRec-Con | 50.19 | Not recorded | 69d48f657d0172140ec74176 |
| LLM-ESR | 40.75 | Not recorded | 69d48f657d0172140ec74176 |
| LLM-ESR | 35.13 | Not recorded | 69d48f657d0172140ec74176 |

### FAERec

Coverage@10: 86.12. Result ID: 69d4be5047f34ce924bc79d2.

[Reporting paper](<https://www.sota2.com/research/paper/69d48f657d0172140ec74176.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d48f657d0172140ec74176.md>)

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

### FAERec

Coverage@10: 85.71. Result ID: 69d4be5047f34ce924bc79cd.

[Reporting paper](<https://www.sota2.com/research/paper/69d48f657d0172140ec74176.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d48f657d0172140ec74176.md>)

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

### FAERec

Coverage@10: 85.38. Result ID: 69d4be5047f34ce924bc79c8.

[Reporting paper](<https://www.sota2.com/research/paper/69d48f657d0172140ec74176.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d48f657d0172140ec74176.md>)

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

### RLMRec-Con

Coverage@10: 70.1. Result ID: 69d4be5047f34ce924bc79cb.

[Reporting paper](<https://www.sota2.com/research/paper/69d48f657d0172140ec74176.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa762e1e209131cea6bb27.md>)

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

### Base

Coverage@10: 69.72. Result ID: 69d4be5047f34ce924bc79c4.

[Reporting paper](<https://www.sota2.com/research/paper/69d48f657d0172140ec74176.md>)

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

### LOAM

Coverage@10: 67.68. Result ID: 69d4be5047f34ce924bc79cf.

[Reporting paper](<https://www.sota2.com/research/paper/69d48f657d0172140ec74176.md>)

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

### Base

Coverage@10: 66.79. Result ID: 69d4be5047f34ce924bc79ce.

[Reporting paper](<https://www.sota2.com/research/paper/69d48f657d0172140ec74176.md>)

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

### LOAM

Coverage@10: 64.19. Result ID: 69d4be5047f34ce924bc79c5.

[Reporting paper](<https://www.sota2.com/research/paper/69d48f657d0172140ec74176.md>)

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

### RLMRec-Con

Coverage@10: 54.77. Result ID: 69d4be5047f34ce924bc79d0.

[Reporting paper](<https://www.sota2.com/research/paper/69d48f657d0172140ec74176.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa762e1e209131cea6bb27.md>)

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

### Base

Coverage@10: 52.73. Result ID: 69d4be5047f34ce924bc79c9.

[Reporting paper](<https://www.sota2.com/research/paper/69d48f657d0172140ec74176.md>)

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

### LLM-ESR

Coverage@10: 51.76. Result ID: 69d4be5047f34ce924bc79cc.

[Reporting paper](<https://www.sota2.com/research/paper/69d48f657d0172140ec74176.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75751e209131cea680ed.md>)

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

### LOAM

Coverage@10: 50.92. Result ID: 69d4be5047f34ce924bc79ca.

[Reporting paper](<https://www.sota2.com/research/paper/69d48f657d0172140ec74176.md>)

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

### RLMRec-Con

Coverage@10: 50.19. Result ID: 69d4be5047f34ce924bc79c6.

[Reporting paper](<https://www.sota2.com/research/paper/69d48f657d0172140ec74176.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa762e1e209131cea6bb27.md>)

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

### LLM-ESR

Coverage@10: 40.75. Result ID: 69d4be5047f34ce924bc79d1.

[Reporting paper](<https://www.sota2.com/research/paper/69d48f657d0172140ec74176.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75751e209131cea680ed.md>)

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

### LLM-ESR

Coverage@10: 35.13. Result ID: 69d4be5047f34ce924bc79c7.

[Reporting paper](<https://www.sota2.com/research/paper/69d48f657d0172140ec74176.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75751e209131cea680ed.md>)

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

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