# Sequential Recommendation on VK-LSVD (test)

Source: [Sequential Recommendation on VK-LSVD (test)](<https://www.sota2.com/research/sota/sequential-recommendation-on-vk-lsvd-test>)

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

Data updated: 2026-02-26T06:01:36.073Z

Evaluation of Sequential Recommendation performance on the test split of the VK-LSVD dataset, measured using metrics such as Recall@100, Coverage (Cov@100), and sequence length statistics (L\_cand).

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) | VK-LSVD (test) |
| Metric | Recall@100 |
| 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@100](<https://www.sota2.com/research/sota/sequential-recommendation-on-vk-lsvd-test.md?metric=Recall%40100>): Higher is better; unit: PERCENT.

- [Tokens](<https://www.sota2.com/research/sota/sequential-recommendation-on-vk-lsvd-test.md?metric=Tokens>): Higher is better; unit: SCALAR.

- [Events](<https://www.sota2.com/research/sota/sequential-recommendation-on-vk-lsvd-test.md?metric=Events>): Higher is better; unit: SCALAR.

- [L\_cand](<https://www.sota2.com/research/sota/sequential-recommendation-on-vk-lsvd-test.md?metric=L_cand>): Higher is better; unit: SCALAR.

- [Cov@100](<https://www.sota2.com/research/sota/sequential-recommendation-on-vk-lsvd-test.md?metric=Cov%40100>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Recall@100 | Result date | Report paper |
| --- | --- | --- | --- |
| dVAE | 4.59 | Not recorded | 699698ff09c33900fcd71e84 |
| dVAE | 4.18 | Not recorded | 699698ff09c33900fcd71e84 |
| dVAE | 4.15 | Not recorded | 699698ff09c33900fcd71e84 |
| dVAE | 4.1 | Not recorded | 699698ff09c33900fcd71e84 |
| R-KMeans | 3.63 | Not recorded | 699698ff09c33900fcd71e84 |

### dVAE

Recall@100: 4.59. Result ID: 699aefcf5698665ec480cc78.

[Reporting paper](<https://www.sota2.com/research/paper/699698ff09c33900fcd71e84.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699698ff09c33900fcd71e84.md>)

Recorded evaluation configuration: {"length\_type":"variable-length","lambda":3}. This record does not assert independent reproduction.

### dVAE

Recall@100: 4.18. Result ID: 699aefcf5698665ec480cc77.

[Reporting paper](<https://www.sota2.com/research/paper/699698ff09c33900fcd71e84.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699698ff09c33900fcd71e84.md>)

Recorded evaluation configuration: {"length\_type":"variable-length","lambda":2}. This record does not assert independent reproduction.

### dVAE

Recall@100: 4.15. Result ID: 699aefcf5698665ec480cc76.

[Reporting paper](<https://www.sota2.com/research/paper/699698ff09c33900fcd71e84.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699698ff09c33900fcd71e84.md>)

Recorded evaluation configuration: {"length\_type":"variable-length","lambda":1}. This record does not assert independent reproduction.

### dVAE

Recall@100: 4.1. Result ID: 699aefcf5698665ec480cc75.

[Reporting paper](<https://www.sota2.com/research/paper/699698ff09c33900fcd71e84.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699698ff09c33900fcd71e84.md>)

Recorded evaluation configuration: {"length\_type":"fixed-length"}. This record does not assert independent reproduction.

### R-KMeans

Recall@100: 3.63. Result ID: 699aefcf5698665ec480cc74.

[Reporting paper](<https://www.sota2.com/research/paper/699698ff09c33900fcd71e84.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75c61e209131cea69e64.md>)

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

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