# Generative Question Answering on BioASQ (test) Source: [Generative Question Answering on BioASQ (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:41:33.308Z Evaluation of model performance on the test split of the BioASQ dataset specifically for Generative Question Answering tasks, reporting EM 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 | Generative Question Answering | | Dataset (including any stated split) | BioASQ (test) | | Metric | EM | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 8 of 8 | | 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 - [EM](): Higher is better; unit: PERCENT. - [F1](): Higher is better; unit: PERCENT. ## Recorded results | Method | EM | Result date | Report paper | | --- | --- | --- | --- | | SWEP | 43.01 | Not recorded | 68fa6a381e209131cea26b40 | | Gaussian-Dropout | 41.15 | Not recorded | 68fa6a381e209131cea26b40 | | MLE | 40.82 | Not recorded | 68fa6a381e209131cea26b40 | | Prior-Aug | 40.49 | Not recorded | 68fa6a381e209131cea26b40 | | Bernoulli-Dropout | 39.42 | Not recorded | 68fa6a381e209131cea26b40 | | Word-Dropout | 38.96 | Not recorded | 68fa6a381e209131cea26b40 | | Adv-Aug | 38.76 | Not recorded | 68fa6a381e209131cea26b40 | | SSMBA | 37.96 | Not recorded | 68fa6a381e209131cea26b40 | ### SWEP EM: 43.01. Result ID: 698e1f23ffc3901de09af46a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Architecture":"T5-small"}. This record does not assert independent reproduction. ### Gaussian-Dropout EM: 41.15. Result ID: 698e1f23ffc3901de09af466. [Reporting paper]() Recorded evaluation configuration: {"Model Architecture":"T5-small"}. This record does not assert independent reproduction. ### MLE EM: 40.82. Result ID: 698e1f23ffc3901de09af463. [Reporting paper]() Recorded evaluation configuration: {"Model Architecture":"T5-small"}. This record does not assert independent reproduction. ### Prior-Aug EM: 40.49. Result ID: 698e1f23ffc3901de09af469. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Architecture":"T5-small"}. This record does not assert independent reproduction. ### Bernoulli-Dropout EM: 39.42. Result ID: 698e1f23ffc3901de09af467. [Reporting paper]() Recorded evaluation configuration: {"Model Architecture":"T5-small"}. This record does not assert independent reproduction. ### Word-Dropout EM: 38.96. Result ID: 698e1f23ffc3901de09af465. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Architecture":"T5-small"}. This record does not assert independent reproduction. ### Adv-Aug EM: 38.76. Result ID: 698e1f23ffc3901de09af464. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Architecture":"T5-small"}. This record does not assert independent reproduction. ### SSMBA EM: 37.96. Result ID: 698e1f23ffc3901de09af468. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Architecture":"T5-small"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.