# Tabular Data Clustering on MU

Source: [Tabular Data Clustering on MU](<https://www.sota2.com/research/sota/tabular-data-clustering-on-mu>)

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

Data updated: 2026-04-14T10:51:34.343Z

Evaluation of clustering performance on the tabular MU dataset, measured using ARI, ACC, and NMI.

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 | Tabular Data Clustering |
| Dataset (including any stated split) | MU |
| Metric | ARI |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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

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

- [Accuracy](<https://www.sota2.com/research/sota/tabular-data-clustering-on-mu.md?metric=Accuracy>): Higher is better; unit: PERCENT.

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

## Recorded results

| Method | ARI | Result date | Report paper |
| --- | --- | --- | --- |
| TagCC | 0.5266 | Not recorded | 69ddca617d0172140ec79dcb |
| SCARF | 0.4464 | Not recorded | 69ddca617d0172140ec79dcb |
| CC | 0.2567 | Not recorded | 69ddca617d0172140ec79dcb |
| Kmeans | 0.2067 | Not recorded | 69ddca617d0172140ec79dcb |
| DEC | 0.2026 | Not recorded | 69ddca617d0172140ec79dcb |
| QGRL | 0.1974 | Not recorded | 69ddca617d0172140ec79dcb |
| IDC | 0.1932 | Not recorded | 69ddca617d0172140ec79dcb |
| TabDC | 0.126 | Not recorded | 69ddca617d0172140ec79dcb |

### TagCC

ARI: 0.5266. Result ID: 69de1c1947f34ce924c6564d.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca617d0172140ec79dcb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ddca617d0172140ec79dcb.md>)

Recorded evaluation configuration: {"Venue":"Ours"}. This record does not assert independent reproduction.

### SCARF

ARI: 0.4464. Result ID: 69de1c1947f34ce924c65649.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca617d0172140ec79dcb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bfa1e209131cea3163b.md>)

Recorded evaluation configuration: {"Venue":"ICLR’22"}. This record does not assert independent reproduction.

### CC

ARI: 0.2567. Result ID: 69de1c1947f34ce924c65648.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca617d0172140ec79dcb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68661e209131cea1bd44.md>)

Recorded evaluation configuration: {"Venue":"AAAI’21"}. This record does not assert independent reproduction.

### Kmeans

ARI: 0.2067. Result ID: 69de1c1947f34ce924c65646.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca617d0172140ec79dcb.md>)

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

### DEC

ARI: 0.2026. Result ID: 69de1c1947f34ce924c65647.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca617d0172140ec79dcb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa627c1e209131ce9f9851.md>)

[Implementation](<https://github.com/piiswrong/dec>)

Recorded evaluation configuration: {"Venue":"ICLR’16"}. This record does not assert independent reproduction.

### QGRL

ARI: 0.1974. Result ID: 69de1c1947f34ce924c6564a.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca617d0172140ec79dcb.md>)

Recorded evaluation configuration: {"Venue":"SIGKDD’24"}. This record does not assert independent reproduction.

### IDC

ARI: 0.1932. Result ID: 69de1c1947f34ce924c6564b.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca617d0172140ec79dcb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73841e209131cea5ce31.md>)

Recorded evaluation configuration: {"Venue":"ICML’24"}. This record does not assert independent reproduction.

### TabDC

ARI: 0.126. Result ID: 69de1c1947f34ce924c6564c.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca617d0172140ec79dcb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73501e209131cea5bbfd.md>)

Recorded evaluation configuration: {"Venue":"SIGMOD’25"}. This record does not assert independent reproduction.

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