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ResearchFormerly WizWand

Named Entity Recognition on Dutch (test)

86.4F1 ScoreMonolingual
58.52865.7647380.236Aug 31, 2019Oct 9, 2019Nov 18, 2019Dec 28, 2019Feb 6, 2020Mar 17, 2020Apr 26, 2020
Updated 8mo ago

Evaluation results

MethodLinks
Monolingualtraining_data=annotated target language2019.0886.4
Xie et al. (2018)Emb. type=glove, Emb. dim=3002019.1186.4
Source-MonoEmb. type=fasttext, Emb. dim=3002019.1185.16
Moon et al. (2019)Source setting=Multi-source, Note=freezing the bottom three layers of BERT_BASE2020.0483.35
Lample et al. (2016)Emb. type=skip-ngram, Emb. dim=642019.1181.74
Ours-simSource setting=Multi-source, Teacher Fusion=weighting teacher models with learned language similarities (Eq. 11)2020.0481.33
Ours-avgSource setting=Multi-source, Teacher Fusion=averaging teacher models (Eq. 7)2020.0480.7
Chen et al. (2019)Source setting=Multi-source2020.0472.4
BWETtranslation_type=word-by-word2019.0870.4
TMPBackbone=BiLSTM + CRF with self-attention2019.0869.9
fast-alignBackbone=BiLSTM + CRF with self-attention2019.0867.6
Rahimi et al. (2019)Source setting=Multi-source2020.0467.6
Co-decoding2019.0865.4
Täckström (2012)Source setting=Multi-source2020.0459.9
Polyglot-NER2019.0859.6