Question Answering on BioASQ 9b (test)
72.2Exact F1BioBERT_large + Tagger (LIQUID)
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| BioBERT_large + Tagger (LIQUID)Training Protocol=synthetic & labeled (D -> D), Backbone=BioBERT-large, Architecture=Sequence tagging model2023.02 | 72.2 | 67.3 | 77.8 | 83.4 | 80.4 | 86.7 | |
| BioBERT_base + Tagger (LIQUID)Training Protocol=synthetic & labeled (D -> D), Backbone=BioBERT-base, Architecture=Sequence tagging model2023.02 | 71.5 | 67 | 76.6 | 83.2 | 80 | 86.7 | |
| BioBERT_large + TaggerTraining Protocol=labeled only (D), Backbone=BioBERT-large, Architecture=Sequence tagging model2023.02 | 68.2 | 60.9 | 77.5 | 81.4 | 76.3 | 87.2 | |
| BioBERT_base + TaggerTraining Protocol=labeled only (D), Backbone=BioBERT-base, Architecture=Sequence tagging model2023.02 | 66.7 | 60.1 | 74.9 | 80.6 | 76.4 | 85.2 | |
| BioBERT_base + Single-span (LIQUID)Training Protocol=synthetic & labeled (D -> D), Backbone=BioBERT-base, Architecture=Single-span extractive model2023.02 | 64 | 58 | 71.4 | 76.6 | 72.6 | 81.1 | |
| BioBERT_base + Single-spanTraining Protocol=labeled only (D), Backbone=BioBERT-base, Architecture=Single-span extractive model2023.02 | 56.1 | 46.2 | 71.3 | 73.8 | 70.3 | 77.7 |