# Healthcare Classification on PubMed synthetic data (non-IID) Source: [Healthcare Classification on PubMed synthetic data (non-IID)]() Collection index: [llms.txt]() Data updated: 2026-03-10T08:30:42.906Z Evaluation of models performing healthcare-related classification tasks on a non-IID synthetic subset derived from the PubMed corpus, measured by Accuracy and F1 score. 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 (Healthcare) | | Dataset (including any stated split) | PubMed synthetic data (non-IID) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 12 of 12 | | 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 - [Accuracy](): Higher is better; unit: PERCENT. - [F1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Federated Controllable Text Generation | 75.6 | Not recorded | 69afa5662d603e6de3e43877 | | Federated Controllable Text Generation | 73.68 | Not recorded | 69afa5662d603e6de3e43877 | | Federated Controllable Text Generation | 73.36 | Not recorded | 69afa5662d603e6de3e43877 | | Federated Controllable Text Generation | 72.42 | Not recorded | 69afa5662d603e6de3e43877 | | Federated Controllable Text Generation | 71.36 | Not recorded | 69afa5662d603e6de3e43877 | | Federated Controllable Text Generation | 70.84 | Not recorded | 69afa5662d603e6de3e43877 | | Federated Controllable Text Generation | 70.38 | Not recorded | 69afa5662d603e6de3e43877 | | Federated Controllable Text Generation | 67.31 | Not recorded | 69afa5662d603e6de3e43877 | | Federated Controllable Text Generation | 66.52 | Not recorded | 69afa5662d603e6de3e43877 | | Federated Controllable Text Generation | 66.27 | Not recorded | 69afa5662d603e6de3e43877 | | Federated Controllable Text Generation | 64.37 | Not recorded | 69afa5662d603e6de3e43877 | | Federated Controllable Text Generation | 60.29 | Not recorded | 69afa5662d603e6de3e43877 | ### Federated Controllable Text Generation Accuracy: 75.6. Result ID: 69afd6a16dbb7075b9582c50. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Bias":"D, C, M, N","epsilon":"inf","refinement":true}. This record does not assert independent reproduction. ### Federated Controllable Text Generation Accuracy: 73.68. Result ID: 69afd6a16dbb7075b9582c48. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Bias":"M, N","epsilon":"inf","refinement":true}. This record does not assert independent reproduction. ### Federated Controllable Text Generation Accuracy: 73.36. Result ID: 69afd6a16dbb7075b9582c4c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Bias":"C, M, N","epsilon":"inf","refinement":true}. This record does not assert independent reproduction. ### Federated Controllable Text Generation Accuracy: 72.42. Result ID: 69afd6a16dbb7075b9582c52. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Bias":"D, C, M, N","epsilon":"8","refinement":true}. This record does not assert independent reproduction. ### Federated Controllable Text Generation Accuracy: 71.36. Result ID: 69afd6a16dbb7075b9582c4f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Bias":"D, C, M, N","epsilon":"inf","refinement":false}. This record does not assert independent reproduction. ### Federated Controllable Text Generation Accuracy: 70.84. Result ID: 69afd6a16dbb7075b9582c4b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Bias":"C, M, N","epsilon":"inf","refinement":false}. This record does not assert independent reproduction. ### Federated Controllable Text Generation Accuracy: 70.38. Result ID: 69afd6a16dbb7075b9582c4e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Bias":"C, M, N","epsilon":"8","refinement":true}. This record does not assert independent reproduction. ### Federated Controllable Text Generation Accuracy: 67.31. Result ID: 69afd6a16dbb7075b9582c51. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Bias":"D, C, M, N","epsilon":"8","refinement":false}. This record does not assert independent reproduction. ### Federated Controllable Text Generation Accuracy: 66.52. Result ID: 69afd6a16dbb7075b9582c47. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Bias":"M, N","epsilon":"inf","refinement":false}. This record does not assert independent reproduction. ### Federated Controllable Text Generation Accuracy: 66.27. Result ID: 69afd6a16dbb7075b9582c4d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Bias":"C, M, N","epsilon":"8","refinement":false}. This record does not assert independent reproduction. ### Federated Controllable Text Generation Accuracy: 64.37. Result ID: 69afd6a16dbb7075b9582c4a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Bias":"M, N","epsilon":"8","refinement":true}. This record does not assert independent reproduction. ### Federated Controllable Text Generation Accuracy: 60.29. Result ID: 69afd6a16dbb7075b9582c49. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Bias":"M, N","epsilon":"8","refinement":false}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.