From: Fast and scalable neural embedding models for biomedical sentence classification
Model | PubMed 20k | PubMed 200k | Extended corpus |
---|---|---|---|
Logistic regression model (LR) [11]a | .831 | .859 (33,006 s) | - |
Forward artificial neural network (ANN) [11]a | .861 | .884 | - |
Conditional random field (CRF) [11]a | .895 | .915 (4867 s) | - |
bi-ANN [1]a | .900 | .916 | - |
fastText single-sentence (ours) | .825 (5 s) | .852 (13 s) | .852 (61 s) |
fastText with sentence context and numeric sentence position (ours) | .896 (11 s) | .917 (73 s) | .919 (183 s) |