Named Entity Recognition on Dutch (test)
86.4F1 ScoreMonolingual
Evaluation Results
| Method | Links | |
|---|---|---|
| Monolingualtraining_data=annotated target language2019.08 | 86.4 | |
| Xie et al. (2018)Emb. type=glove, Emb. dim=3002019.11 | 86.4 | |
| Source-MonoEmb. type=fasttext, Emb. dim=3002019.11 | 85.16 | |
| Moon et al. (2019)Source setting=Multi-source, Note=freezing the bottom three layers of BERT_BASE2020.04 | 83.35 | |
| Lample et al. (2016)Emb. type=skip-ngram, Emb. dim=642019.11 | 81.74 | |
| Ours-simSource setting=Multi-source, Teacher Fusion=weighting teacher models with learned language similarities (Eq. 11)2020.04 | 81.33 | |
| Ours-avgSource setting=Multi-source, Teacher Fusion=averaging teacher models (Eq. 7)2020.04 | 80.7 | |
| Chen et al. (2019)Source setting=Multi-source2020.04 | 72.4 | |
| BWETtranslation_type=word-by-word2019.08 | 70.4 | |
| TMPBackbone=BiLSTM + CRF with self-attention2019.08 | 69.9 | |
| fast-alignBackbone=BiLSTM + CRF with self-attention2019.08 | 67.6 | |
| Rahimi et al. (2019)Source setting=Multi-source2020.04 | 67.6 | |
| Co-decoding2019.08 | 65.4 | |
| Täckström (2012)Source setting=Multi-source2020.04 | 59.9 | |
| Polyglot-NER2019.08 | 59.6 |