Named Entity Recognition on SciTech News Target Domain
73.59F1 ScoreJia et al. (2019)
Evaluation results
| Method | Links | |
|---|---|---|
| Jia et al. (2019)Protocol=Using high-resource data in source and target domains2020.02 | 73.59 | |
| BiLSTM-CRF w/ MTL and MoEEEmbeddings=FastText, Protocol=freeze2020.02 | 69.53 | |
| BiLSTM-CRF w/ MTLEmbeddings=FastText, Protocol=freeze2020.02 | 69.35 | |
| BiLSTM-CRF w/ MoEEEmbeddings=FastText, Protocol=freeze2020.02 | 69.27 | |
| BiLSTM-CRF w/ MTLEmbeddings=BERT, Protocol=Fine-tune2020.02 | 68.76 | |
| BiLSTM-CRF w/ MTL and MoEEEmbeddings=BERT, Protocol=Fine-tune2020.02 | 68.59 | |
| BILSTM-CRFEmbeddings=FastText, Protocol=freeze2020.02 | 68.21 | |
| Robust Sequence TaggerEmbeddings=FastText, Protocol=freeze2020.02 | 68.12 | |
| BiLSTM-CRF w/ MoEEEmbeddings=BERT, Protocol=Fine-tune2020.02 | 68.06 | |
| BILSTM-CRFEmbeddings=BERT, Protocol=Fine-tune2020.02 | 67.55 | |
| Robust Sequence TaggerEmbeddings=BERT, Protocol=Fine-tune2020.02 | 67.31 | |
| Concept TaggerEmbeddings=BERT, Protocol=Fine-tune2020.02 | 67.14 | |
| Concept TaggerEmbeddings=FastText, Protocol=freeze2020.02 | 66.86 | |
| BiLSTM-CRF w/ MoEEEmbeddings=FastText, Protocol=unfreeze2020.02 | 65.24 | |
| BiLSTM-CRF w/ MTL and MoEEEmbeddings=FastText, Protocol=unfreeze2020.02 | 64.88 | |
| BiLSTM-CRF w/ MTLEmbeddings=FastText, Protocol=unfreeze2020.02 | 64.62 | |
| Robust Sequence TaggerEmbeddings=FastText, Protocol=unfreeze2020.02 | 63.66 | |
| BILSTM-CRFEmbeddings=FastText, Protocol=unfreeze2020.02 | 63.18 | |
| Concept TaggerEmbeddings=FastText, Protocol=unfreeze2020.02 | 62.34 |