# Embedding Quality Evaluation on Chest x-ray (RSNA) (train)

Source: [Embedding Quality Evaluation on Chest x-ray (RSNA) (train)](<https://www.sota2.com/research/sota/embedding-quality-evaluation-on-chest-x-ray-rsna-train>)

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

Data updated: 2026-06-04T11:59:48.233Z

Evaluation of the quality of learned embeddings using the RSNA Chest X-ray training dataset, measured using T5, T30, and T100 metrics.

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 | Embedding Quality Evaluation |
| Dataset (including any stated split) | Chest x-ray (RSNA) (train) |
| Metric | T5 Score |
| Unit | SCALAR |
| 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

- [T5 Score](<https://www.sota2.com/research/sota/embedding-quality-evaluation-on-chest-x-ray-rsna-train.md?metric=T5%20Score>): Higher is better; unit: SCALAR.

- [T30 Score](<https://www.sota2.com/research/sota/embedding-quality-evaluation-on-chest-x-ray-rsna-train.md?metric=T30%20Score>): Higher is better; unit: SCALAR.

- [T100 Score](<https://www.sota2.com/research/sota/embedding-quality-evaluation-on-chest-x-ray-rsna-train.md?metric=T100%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | T5 Score | Result date | Report paper |
| --- | --- | --- | --- |
| P-UMAP-CE | 0.843 | Not recorded | 6a2106f8c10484bac23f06ab |
| P-UMAP-CEMSE | 0.8397 | Not recorded | 6a2106f8c10484bac23f06ab |
| UMAP | 0.8345 | Not recorded | 6a2106f8c10484bac23f06ab |
| P-UMAP-MSE | 0.8345 | Not recorded | 6a2106f8c10484bac23f06ab |
| UMAP | 0.8328 | Not recorded | 6a2106f8c10484bac23f06ab |

### P-UMAP-CE

T5 Score: 0.843. Result ID: 6a21689afbc373592c1e5d2c.

[Reporting paper](<https://www.sota2.com/research/paper/6a2106f8c10484bac23f06ab.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a2106f8c10484bac23f06ab.md>)

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

### P-UMAP-CEMSE

T5 Score: 0.8397. Result ID: 6a21689afbc373592c1e5d2b.

[Reporting paper](<https://www.sota2.com/research/paper/6a2106f8c10484bac23f06ab.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a2106f8c10484bac23f06ab.md>)

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

### UMAP

T5 Score: 0.8345. Result ID: 6a21689afbc373592c1e5d28.

[Reporting paper](<https://www.sota2.com/research/paper/6a2106f8c10484bac23f06ab.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68501e209131cea1b5d2.md>)

[Implementation](<https://github.com/lmcinnes/umap>)

Recorded evaluation configuration: {"ns (negative sampling rate)":"5"}. This record does not assert independent reproduction.

### P-UMAP-MSE

T5 Score: 0.8345. Result ID: 6a21689afbc373592c1e5d2a.

[Reporting paper](<https://www.sota2.com/research/paper/6a2106f8c10484bac23f06ab.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a2106f8c10484bac23f06ab.md>)

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

### UMAP

T5 Score: 0.8328. Result ID: 6a21689afbc373592c1e5d29.

[Reporting paper](<https://www.sota2.com/research/paper/6a2106f8c10484bac23f06ab.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68501e209131cea1b5d2.md>)

[Implementation](<https://github.com/lmcinnes/umap>)

Recorded evaluation configuration: {"Evaluation Mode":"Train+Test"}. This record does not assert independent reproduction.

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