# Embedding Quality Evaluation on Chest x-ray (RSNA) (train+test) Source: [Embedding Quality Evaluation on Chest x-ray (RSNA) (train+test)]() Collection index: [llms.txt]() Data updated: 2026-06-04T11:59:48.256Z Evaluation of learned embedding quality on the RSNA Chest X-ray dataset (training and testing splits), measured using intrinsic metrics like T-metrics (T5, T30, T100) and nearest-neighbor error rates. 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+test) | | Metric | T5 Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 7 of 7 | | 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](): Higher is better; unit: PERCENT. - [T30 Score](): Higher is better; unit: PERCENT. - [T100 Score](): Higher is better; unit: PERCENT. - [1-NN Error Rate](): Lower is better; unit: PERCENT. - [5-NN Error Rate](): Lower is better; unit: PERCENT. - [Accumulation (zeta)](): Higher is better; unit: SCALAR. ## Recorded results | Method | T5 Score | Result date | Report paper | | --- | --- | --- | --- | | P-UMAP-CE | 84 | Not recorded | 6a2106f8c10484bac23f06ab | | P-UMAP-CEMSE | 83.79 | Not recorded | 6a2106f8c10484bac23f06ab | | UMAP | 83.4 | Not recorded | 6a2106f8c10484bac23f06ab | | UMAP | 83.4 | Not recorded | 6a2106f8c10484bac23f06ab | | UMAP | 83.35 | Not recorded | 6a2106f8c10484bac23f06ab | | P-UMAP-MSE | 83.25 | Not recorded | 6a2106f8c10484bac23f06ab | | UMAP | 83.21 | Not recorded | 6a2106f8c10484bac23f06ab | ### P-UMAP-CE T5 Score: 84. Result ID: 6a21689afbc373592c1e5d33. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### P-UMAP-CEMSE T5 Score: 83.79. Result ID: 6a21689afbc373592c1e5d32. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UMAP T5 Score: 83.4. Result ID: 6a21689afbc373592c1e5d2e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"ns (negative sampling rate)":"3"}. This record does not assert independent reproduction. ### UMAP T5 Score: 83.4. Result ID: 6a21689afbc373592c1e5d30. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Mode":"Train+Test"}. This record does not assert independent reproduction. ### UMAP T5 Score: 83.35. Result ID: 6a21689afbc373592c1e5d2d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"ns (negative sampling rate)":"5"}. This record does not assert independent reproduction. ### P-UMAP-MSE T5 Score: 83.25. Result ID: 6a21689afbc373592c1e5d31. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UMAP T5 Score: 83.21. Result ID: 6a21689afbc373592c1e5d2f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"ns (negative sampling rate)":"1"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.