Table 1: List of the tested models with their combination of representation, context encoder, and tag decoder.
Model Name | Distributed Repr. | Context Encoder | Tage Decoder | |||
Token | Char2Vec | BiLSTM | Transformer | Softmax | CRF | |
BiLSTM | ✓ | ✓ | ✓ | ✓ | ||
BiLSTM-CRF | ✓ | ✓ | ✓ | |||
C2V-BiLSTM-CRF | ✓ | ✓ | ✓ | ✓ | ||
Transformer | ✓ | ✓ | ✓ | |||
Transformer-CRF | ✓ | ✓ | ✓ | |||
Transformer-BiLSTM | ✓ | ✓ | ✓ | ✓ |