# Sequential Recommendation on MovieLens 20M

Source: [Sequential Recommendation on MovieLens 20M](<https://www.sota2.com/research/sota/sequential-recommendation-on-movielens-20m>)

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

Data updated: 2026-05-21T10:14:09.952Z

Evaluation of Sequential Recommendation performance on the MovieLens 20 Million dataset, measured using ranking metrics like 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 | Sequential Recommendation |
| Dataset (including any stated split) | MovieLens 20M |
| Metric | NDCG@10 |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 12 of 12 |
| 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-movielens-20m.md?metric=NDCG%4010>): Higher is better; unit: SCALAR.

- [Recall@10](<https://www.sota2.com/research/sota/sequential-recommendation-on-movielens-20m.md?metric=Recall%4010>): Higher is better; unit: SCALAR.

## Recorded results

| Method | NDCG@10 | Result date | Report paper |
| --- | --- | --- | --- |
| HGN | 0.1195 | Not recorded | 68fa65f71e209131cea0d869 |
| Caser | 0.1116 | Not recorded | 68fa65f71e209131cea0d869 |
| SASRec | 0.1014 | Not recorded | 68fa65f71e209131cea0d869 |
| GRU4Rec+ | 0.0946 | Not recorded | 68fa65f71e209131cea0d869 |
| NextItRec | 0.0828 | Not recorded | 68fa65f71e209131cea0d869 |
| GRU4Rec | 0.0815 | Not recorded | 68fa65f71e209131cea0d869 |
| BPRMF | 0.0785 | Not recorded | 68fa65f71e209131cea0d869 |
| BCE | 0.0557 | Not recorded | 68fa7b401e209131cea874fa |
| CCE- | 0.0523 | Not recorded | 68fa7b401e209131cea874fa |
| CE- | 0.0513 | Not recorded | 68fa7b401e209131cea874fa |
| CCE | 0.0511 | Not recorded | 68fa7b401e209131cea874fa |
| CE | 0.051 | Not recorded | 68fa7b401e209131cea874fa |

### HGN

NDCG@10: 0.1195. Result ID: 698cd4118b517eb4331d0456.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65f71e209131cea0d869.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65f71e209131cea0d869.md>)

[Implementation](<https://github.com/allenjack/HGN>)

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

### Caser

NDCG@10: 0.1116. Result ID: 698cd4118b517eb4331d0454.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65f71e209131cea0d869.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64d91e209131cea06aa5.md>)

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

### SASRec

NDCG@10: 0.1014. Result ID: 698cd4118b517eb4331d0455.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65f71e209131cea0d869.md>)

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

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

### GRU4Rec+

NDCG@10: 0.0946. Result ID: 698cd4118b517eb4331d0452.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65f71e209131cea0d869.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64bc1e209131cea0628e.md>)

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

### NextItRec

NDCG@10: 0.0828. Result ID: 698cd4118b517eb4331d0453.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65f71e209131cea0d869.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa651e1e209131cea08847.md>)

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

### GRU4Rec

NDCG@10: 0.0815. Result ID: 698cd4118b517eb4331d0451.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65f71e209131cea0d869.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa625d1e209131ce9f8cf7.md>)

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

### BPRMF

NDCG@10: 0.0785. Result ID: 698cd4118b517eb4331d0450.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65f71e209131cea0d869.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa608c1e209131ce9f0076.md>)

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

### BCE

NDCG@10: 0.0557. Result ID: 6a0edadbfbc373592c06a63a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b401e209131cea874fa.md>)

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

Recorded evaluation configuration: {"Model":"SASRec","Loss Function":"BCE"}. This record does not assert independent reproduction.

### CCE-

NDCG@10: 0.0523. Result ID: 6a0edadbfbc373592c06a63e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b401e209131cea874fa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b401e209131cea874fa.md>)

Recorded evaluation configuration: {"Model":"SASRec","Loss Function":"CCE-"}. This record does not assert independent reproduction.

### CE-

NDCG@10: 0.0513. Result ID: 6a0edadbfbc373592c06a63c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b401e209131cea874fa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66381e209131cea0edf9.md>)

Recorded evaluation configuration: {"Model":"SASRec","Loss Function":"CE-"}. This record does not assert independent reproduction.

### CCE

NDCG@10: 0.0511. Result ID: 6a0edadbfbc373592c06a63d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b401e209131cea874fa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b401e209131cea874fa.md>)

Recorded evaluation configuration: {"Model":"SASRec","Loss Function":"CCE"}. This record does not assert independent reproduction.

### CE

NDCG@10: 0.051. Result ID: 6a0edadbfbc373592c06a63b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b401e209131cea874fa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa708f1e209131cea4bcb7.md>)

Recorded evaluation configuration: {"Model":"SASRec","Loss Function":"CE"}. This record does not assert independent reproduction.

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