# Clustering on MXBAI

Source: [Clustering on MXBAI](<https://www.sota2.com/research/sota/clustering-on-mxbai>)

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

Data updated: 2026-03-23T11:45:07.381Z

Evaluation of clustering performance and efficiency (time and speedup) on the MXBAI dataset.

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 | Clustering |
| Dataset (including any stated split) | MXBAI |
| Metric | Clustering Time (s) |
| Unit | TIME |
| Direction | Lower is better |
| Results loaded | 4 of 4 |
| 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

- [Clustering Time (s)](<https://www.sota2.com/research/sota/clustering-on-mxbai.md?metric=Clustering%20Time%20(s)>): Lower is better; unit: TIME.

- [Speedup](<https://www.sota2.com/research/sota/clustering-on-mxbai.md?metric=Speedup>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Clustering Time (s) | Result date | Report paper |
| --- | --- | --- | --- |
| SuperKMeans | 7.7 | Not recorded | 69c0c8ef0636e5bf4afc3ac0 |
| FAISS | 20.6 | Not recorded | 69c0c8ef0636e5bf4afc3ac0 |
| SuperKMeans | 53.9 | Not recorded | 69c0c8ef0636e5bf4afc3ac0 |
| FAISS | 188.8 | Not recorded | 69c0c8ef0636e5bf4afc3ac0 |

### SuperKMeans

Clustering Time (s): 7.7. Result ID: 69c127b847f34ce924a9b7e6.

[Reporting paper](<https://www.sota2.com/research/paper/69c0c8ef0636e5bf4afc3ac0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c0c8ef0636e5bf4afc3ac0.md>)

Recorded evaluation configuration: {"Hardware":"GPU","k":"10,000"}. This record does not assert independent reproduction.

### FAISS

Clustering Time (s): 20.6. Result ID: 69c127b847f34ce924a9b7e8.

[Reporting paper](<https://www.sota2.com/research/paper/69c0c8ef0636e5bf4afc3ac0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64671e209131cea046c9.md>)

Recorded evaluation configuration: {"Hardware":"GPU","k":"10,000"}. This record does not assert independent reproduction.

### SuperKMeans

Clustering Time (s): 53.9. Result ID: 69c127b847f34ce924a9b7e5.

[Reporting paper](<https://www.sota2.com/research/paper/69c0c8ef0636e5bf4afc3ac0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c0c8ef0636e5bf4afc3ac0.md>)

Recorded evaluation configuration: {"Hardware":"CPU","k":"10,000"}. This record does not assert independent reproduction.

### FAISS

Clustering Time (s): 188.8. Result ID: 69c127b847f34ce924a9b7e7.

[Reporting paper](<https://www.sota2.com/research/paper/69c0c8ef0636e5bf4afc3ac0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64671e209131cea046c9.md>)

Recorded evaluation configuration: {"Hardware":"CPU","k":"10,000"}. This record does not assert independent reproduction.

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