# Classification on Breast Cancer (UCI) (test)

Source: [Classification on Breast Cancer (UCI) (test)](<https://www.sota2.com/research/sota/classification-on-breast-cancer-uci-test>)

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

Data updated: 2026-05-18T07:13:25.573Z

Evaluation of Classification performance on the test split of the UCI Breast Cancer dataset, measured using Negative Log Likelihood (NLL).

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 | Classification |
| Dataset (including any stated split) | Breast Cancer (UCI) (test) |
| Metric | NLL |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 9 of 9 |
| 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

- [NLL](<https://www.sota2.com/research/sota/classification-on-breast-cancer-uci-test.md?metric=NLL>): Lower is better; unit: SCALAR.

## Recorded results

| Method | NLL | Result date | Report paper |
| --- | --- | --- | --- |
| DIMS | 0.117 | Not recorded | 6a0a9d15dbc836b87d82b40d |
| RIEM-LA | 0.176 | Not recorded | 68fa6faf1e209131cea46e23 |
| RLA | 0.185 | Not recorded | 6a0a9d15dbc836b87d82b40d |
| LINEARIZED RIEM-LA | 0.202 | Not recorded | 68fa6faf1e209131cea46e23 |
| MAP | 0.225 | Not recorded | 68fa6faf1e209131cea46e23 |
| LINEARIZED LA | 0.327 | Not recorded | 68fa6faf1e209131cea46e23 |
| VANILLA LA | 0.594 | Not recorded | 68fa6faf1e209131cea46e23 |
| LINLA | 1.662 | Not recorded | 6a0a9d15dbc836b87d82b40d |
| LA | 10.084 | Not recorded | 6a0a9d15dbc836b87d82b40d |

### DIMS

NLL: 0.117. Result ID: 6a0abbfc47f34ce924f06785.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9d15dbc836b87d82b40d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0a9d15dbc836b87d82b40d.md>)

Recorded evaluation configuration: {"Number of samples (S)":"30","Number of seeds":"5","backbone":"3-layer network","hidden units":"16","activations":"SiLU","dropout":"50%"}. This record does not assert independent reproduction.

### RIEM-LA

NLL: 0.176. Result ID: 6990e6d63a6c314849042546.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6faf1e209131cea46e23.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6faf1e209131cea46e23.md>)

Recorded evaluation configuration: {"Prior precision":"optimized","Number of MC samples":30}. This record does not assert independent reproduction.

### RLA

NLL: 0.185. Result ID: 6a0abbfc47f34ce924f06784.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9d15dbc836b87d82b40d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6faf1e209131cea46e23.md>)

Recorded evaluation configuration: {"Number of samples (S)":"30","Number of seeds":"5","backbone":"3-layer network","hidden units":"16","activations":"SiLU","dropout":"50%"}. This record does not assert independent reproduction.

### LINEARIZED RIEM-LA

NLL: 0.202. Result ID: 6990e6d63a6c314849042548.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6faf1e209131cea46e23.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6faf1e209131cea46e23.md>)

Recorded evaluation configuration: {"Prior precision":"optimized","Number of MC samples":30}. This record does not assert independent reproduction.

### MAP

NLL: 0.225. Result ID: 6990e6d63a6c314849042544.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6faf1e209131cea46e23.md>)

Recorded evaluation configuration: {"Prior precision":"optimized","Number of MC samples":30}. This record does not assert independent reproduction.

### LINEARIZED LA

NLL: 0.327. Result ID: 6990e6d63a6c314849042547.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6faf1e209131cea46e23.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69541e209131cea2192f.md>)

Recorded evaluation configuration: {"Prior precision":"optimized","Number of MC samples":30}. This record does not assert independent reproduction.

### VANILLA LA

NLL: 0.594. Result ID: 6990e6d63a6c314849042545.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6faf1e209131cea46e23.md>)

Recorded evaluation configuration: {"Prior precision":"optimized","Number of MC samples":30}. This record does not assert independent reproduction.

### LINLA

NLL: 1.662. Result ID: 6a0abbfc47f34ce924f06783.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9d15dbc836b87d82b40d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69541e209131cea2192f.md>)

Recorded evaluation configuration: {"Number of samples (S)":"30","Number of seeds":"5","backbone":"3-layer network","hidden units":"16","activations":"SiLU","dropout":"50%"}. This record does not assert independent reproduction.

### LA

NLL: 10.084. Result ID: 6a0abbfc47f34ce924f06782.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9d15dbc836b87d82b40d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6faf1e209131cea46e23.md>)

Recorded evaluation configuration: {"Number of samples (S)":"30","Number of seeds":"5","backbone":"3-layer network","hidden units":"16","activations":"SiLU","dropout":"50%"}. This record does not assert independent reproduction.

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