Model . | Input . | Sequence Encoder . | Output . |
---|---|---|---|
ELMo | CNN | LSTM | Sampled Softmax |
ELMo-C (ours) | FastTextcc | LSTM w/ LN | Cont w/ FastTextcc |
ELMo-A | FastTextcc | LSTM w/ LN | Adaptive Softmax |
ELMo-Sub | Subword | LSTM w/ LN | Softmax |
ELMo-COneB | FastTextOneB | LSTM w/ LN | Cont w/ FastTextOneB |
ELMo-CRnd | FastTextcc | LSTM w/ LN | Cont w/ Random Embedding |
ELMo-CCNN | Trained CNN | LSTM w/ LN | Cont w/ Trained CNN |
ELMo-CCNN-CC | Trained CNN | LSTM w/ LN | Cont w/ FastTextcc |
ELMo-CCC-CNN | FastTextcc | LSTM w/ LN | Cont w/ Trained CNN |
Model . | Input . | Sequence Encoder . | Output . |
---|---|---|---|
ELMo | CNN | LSTM | Sampled Softmax |
ELMo-C (ours) | FastTextcc | LSTM w/ LN | Cont w/ FastTextcc |
ELMo-A | FastTextcc | LSTM w/ LN | Adaptive Softmax |
ELMo-Sub | Subword | LSTM w/ LN | Softmax |
ELMo-COneB | FastTextOneB | LSTM w/ LN | Cont w/ FastTextOneB |
ELMo-CRnd | FastTextcc | LSTM w/ LN | Cont w/ Random Embedding |
ELMo-CCNN | Trained CNN | LSTM w/ LN | Cont w/ Trained CNN |
ELMo-CCNN-CC | Trained CNN | LSTM w/ LN | Cont w/ FastTextcc |
ELMo-CCC-CNN | FastTextcc | LSTM w/ LN | Cont w/ Trained CNN |