Table 2 Hyperparameters used for each model.
From: BioBBC: a multi-feature model that enhances the detection of biomedical entities
Hyperparameter | Max-length | Batch-size | Learning-rate | BiLSTM hidden layer size |
|---|---|---|---|---|
Search Space | (128, 256) | (16, 32, 64, 128) | (0.1, 1e−2, 1e−3, 3e−3, 3e−5, 5e−2, 5e−3, 5e−4, 5e−5) | (128, 256, 512) |
Dataset | ||||
 NCBI-disease | 128 | 64 | 5e−5 | 256 |
 BC5CDR-Disease | 128 | 64 | 5e−3 | 256 |
 BC5CDR-Chem | 128 | 64 | 5e−3 | 256 |
 BC4CHEMD | 128 | 32 | 1e−3 | 256 |
 BC2GM | 128 | 64 | 3e−5 | 256 |
 JNLPBA | 128 | 64 | 3e−5 | 256 |
 LINNAEUS | 128 | 32 | 5e−5 | 256 |
 Species-800 | 128 | 64 | 5e−5 | 256 |
