# CNS Tumor Classification on TCGA Adult Glioma cohort

Source: [CNS Tumor Classification on TCGA Adult Glioma cohort](<https://www.sota2.com/research/sota/cns-tumor-classification-on-tcga-adult-glioma-cohort>)

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

Data updated: 2026-05-26T08:02:08.628Z

Evaluation of CNS Tumor Classification performance specifically on the TCGA Adult Glioma cohort, reporting F1 scores stratified by Low Grade (LG) and High Grade (HG) tumors, alongside macro averaged precision, recall, and F1 scores.

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 | CNS Tumor Classification |
| Dataset (including any stated split) | TCGA Adult Glioma cohort |
| Metric | F1 (LG) |
| 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

- [F1 (LG)](<https://www.sota2.com/research/sota/cns-tumor-classification-on-tcga-adult-glioma-cohort.md?metric=F1%20(LG)>): Higher is better; unit: PERCENT.

- [F1 (HG)](<https://www.sota2.com/research/sota/cns-tumor-classification-on-tcga-adult-glioma-cohort.md?metric=F1%20(HG)>): Higher is better; unit: PERCENT.

- [Macro Precision](<https://www.sota2.com/research/sota/cns-tumor-classification-on-tcga-adult-glioma-cohort.md?metric=Macro%20Precision>): Higher is better; unit: PERCENT.

- [Macro Recall](<https://www.sota2.com/research/sota/cns-tumor-classification-on-tcga-adult-glioma-cohort.md?metric=Macro%20Recall>): Higher is better; unit: PERCENT.

- [Macro F1](<https://www.sota2.com/research/sota/cns-tumor-classification-on-tcga-adult-glioma-cohort.md?metric=Macro%20F1>): Higher is better; unit: PERCENT.

## Recorded results

| Method | F1 (LG) | Result date | Report paper |
| --- | --- | --- | --- |
| ConceptM3oE | 87.1 | Not recorded | 6a1528f3dbd7150506f7dd7a |
| PathMoE | 85.3 | Not recorded | 6a1528f3dbd7150506f7dd7a |
| MoEPP | 81.6 | Not recorded | 6a1528f3dbd7150506f7dd7a |
| Early Fusion | 81 | Not recorded | 6a1528f3dbd7150506f7dd7a |
| Switch Gate | 78.2 | Not recorded | 6a1528f3dbd7150506f7dd7a |

### ConceptM3oE

F1 (LG): 87.1. Result ID: 6a155364fbc373592c0c8e90.

[Reporting paper](<https://www.sota2.com/research/paper/6a1528f3dbd7150506f7dd7a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1528f3dbd7150506f7dd7a.md>)

Recorded evaluation configuration: {"variant":"flat (morph)"}. This record does not assert independent reproduction.

### PathMoE

F1 (LG): 85.3. Result ID: 6a155364fbc373592c0c8e8f.

[Reporting paper](<https://www.sota2.com/research/paper/6a1528f3dbd7150506f7dd7a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a66c622d603e6de3e3d206.md>)

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

### MoEPP

F1 (LG): 81.6. Result ID: 6a155364fbc373592c0c8e8d.

[Reporting paper](<https://www.sota2.com/research/paper/6a1528f3dbd7150506f7dd7a.md>)

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

### Early Fusion

F1 (LG): 81. Result ID: 6a155364fbc373592c0c8e8c.

[Reporting paper](<https://www.sota2.com/research/paper/6a1528f3dbd7150506f7dd7a.md>)

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

### Switch Gate

F1 (LG): 78.2. Result ID: 6a155364fbc373592c0c8e8e.

[Reporting paper](<https://www.sota2.com/research/paper/6a1528f3dbd7150506f7dd7a.md>)

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

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