# Chemicals and Drugs Classification on PubMed synthetic data Source: [Chemicals and Drugs Classification on PubMed synthetic data]() Collection index: [llms.txt]() Data updated: 2026-03-10T08:30:43.100Z Evaluation of model performance on classifying Chemicals and Drugs using the synthetic data 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 | Chemicals and Drugs Classification | | Dataset (including any stated split) | PubMed synthetic data | | 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 with Refinement | 75.48 | Not recorded | 69afa5662d603e6de3e43877 | | Federated Controllable Text Generation with Refinement | 73.04 | Not recorded | 69afa5662d603e6de3e43877 | | Federated Controllable Text Generation with Refinement | 70.47 | Not recorded | 69afa5662d603e6de3e43877 | | Federated Controllable Text Generation with Refinement | 69.8 | Not recorded | 69afa5662d603e6de3e43877 | | Federated Controllable Text Generation with Refinement | 68.4 | Not recorded | 69afa5662d603e6de3e43877 | | Federated Controllable Text Generation with Refinement | 66.38 | Not recorded | 69afa5662d603e6de3e43877 | | Federated Controllable Text Generation with Refinement | 63.38 | Not recorded | 69afa5662d603e6de3e43877 | | Federated Controllable Text Generation with Refinement | 60.52 | Not recorded | 69afa5662d603e6de3e43877 | | Federated Controllable Text Generation with Refinement | 56.96 | Not recorded | 69afa5662d603e6de3e43877 | | Federated Controllable Text Generation with Refinement | 56.62 | Not recorded | 69afa5662d603e6de3e43877 | | Federated Controllable Text Generation with Refinement | 54.37 | Not recorded | 69afa5662d603e6de3e43877 | | Federated Controllable Text Generation with Refinement | 50.34 | Not recorded | 69afa5662d603e6de3e43877 | ### Federated Controllable Text Generation with Refinement Accuracy: 75.48. Result ID: 69afd6a26dbb7075b9582ca7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Bias":"D, C, M, N","Privacy budget (epsilon)":"∞","Refinement":"true"}. This record does not assert independent reproduction. ### Federated Controllable Text Generation with Refinement Accuracy: 73.04. Result ID: 69afd6a26dbb7075b9582ca3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Bias":"C, M, N","Privacy budget (epsilon)":"∞","Refinement":"true"}. This record does not assert independent reproduction. ### Federated Controllable Text Generation with Refinement Accuracy: 70.47. Result ID: 69afd6a26dbb7075b9582ca9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Bias":"D, C, M, N","Privacy budget (epsilon)":"8","Refinement":"true"}. This record does not assert independent reproduction. ### Federated Controllable Text Generation with Refinement Accuracy: 69.8. Result ID: 69afd6a26dbb7075b9582ca6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Bias":"D, C, M, N","Privacy budget (epsilon)":"∞","Refinement":"false"}. This record does not assert independent reproduction. ### Federated Controllable Text Generation with Refinement Accuracy: 68.4. Result ID: 69afd6a26dbb7075b9582c9f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Bias":"M, N","Privacy budget (epsilon)":"∞","Refinement":"true"}. This record does not assert independent reproduction. ### Federated Controllable Text Generation with Refinement Accuracy: 66.38. Result ID: 69afd6a26dbb7075b9582ca5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Bias":"C, M, N","Privacy budget (epsilon)":"8","Refinement":"true"}. This record does not assert independent reproduction. ### Federated Controllable Text Generation with Refinement Accuracy: 63.38. Result ID: 69afd6a26dbb7075b9582ca8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Bias":"D, C, M, N","Privacy budget (epsilon)":"8","Refinement":"false"}. This record does not assert independent reproduction. ### Federated Controllable Text Generation with Refinement Accuracy: 60.52. Result ID: 69afd6a26dbb7075b9582ca2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Bias":"C, M, N","Privacy budget (epsilon)":"∞","Refinement":"false"}. This record does not assert independent reproduction. ### Federated Controllable Text Generation with Refinement Accuracy: 56.96. Result ID: 69afd6a26dbb7075b9582c9e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Bias":"M, N","Privacy budget (epsilon)":"∞","Refinement":"false"}. This record does not assert independent reproduction. ### Federated Controllable Text Generation with Refinement Accuracy: 56.62. Result ID: 69afd6a26dbb7075b9582ca1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Bias":"M, N","Privacy budget (epsilon)":"8","Refinement":"true"}. This record does not assert independent reproduction. ### Federated Controllable Text Generation with Refinement Accuracy: 54.37. Result ID: 69afd6a26dbb7075b9582ca4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Bias":"C, M, N","Privacy budget (epsilon)":"8","Refinement":"false"}. This record does not assert independent reproduction. ### Federated Controllable Text Generation with Refinement Accuracy: 50.34. Result ID: 69afd6a26dbb7075b9582ca0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Bias":"M, N","Privacy budget (epsilon)":"8","Refinement":"false"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.