Named Entity Recognition on CoNLL English 2003 (dev)
96.9F1 ScoreCNN Large + fine-tune
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CNN Large + fine-tunebackbone=CNN Large, stacking_strategy=fine-tuning2019.03 | 96.9 | — | — | — | |
| BERT_LARGE2019.03 | 96.6 | — | — | — | |
| CNN Large + ELMobackbone=CNN Large, stacking_strategy=ELMo-style2019.03 | 96.4 | — | — | — | |
| BERT_BASE2019.03 | 96.4 | — | — | — | |
| ELMo_BASE2019.03 | 95.7 | — | — | — | |
| Ma and Hovy (2016)Pos tags information=Not used2019.06 | 94.74 | — | — | — | |
| Passos et al. (2014)2017.01 | 94.46 | — | — | — | |
| Turian et al. (2010)2017.01 | 93.95 | 94.11 | 93.81 | — | |
| ixa-pipe-nercFeatures=comp + dict2017.01 | 93.68 | 94.6 | 92.78 | — | |
| ixa-pipe-nercFeatures=charngram 1:6 + en-91-182017.01 | 93.68 | 94.56 | 92.81 | — | |
| ixa-pipe-nercFeatures=BR+CR600-CW600+W2VG200+dict2017.01 | 93.54 | 94.58 | 92.53 | — | |
| Illinois NER2017.01 | 93.5 | — | — | — | |
| ixa-pipe-nercFeatures=light + CR600 + W2VG200 (comp)2017.01 | 93.26 | 94.32 | 92.22 | — | |
| ixa-pipe-nercFeatures=comp + BW (best cluster)2017.01 | 93.26 | 94.21 | 92.23 | — | |
| ixa-pipe-nercFeatures=L + BR + CW600 + W2VW400 (light)2017.01 | 93.04 | 94.16 | 91.96 | — | |
| Stanford NERFeatures=distsim-conll032017.01 | 92.95 | 93.64 | 92.27 | — | |
| ixa-pipe-nercFeatures=L + Clark wiki 600 (CW600)2017.01 | 92.24 | 93.98 | 90.58 | — | |
| ixa-pipe-nercFeatures=L + Word2vec wiki 400 (W2VW400)2017.01 | 91.59 | 93.22 | 90.02 | — | |
| ixa-pipe-nercFeatures=L + Word2vec giga 200 (W2VG200)2017.01 | 91.45 | 93.16 | 89.9 | — | |
| ixa-pipe-nercFeatures=L + Brown reuters (BR)2017.01 | 91.05 | 92.83 | 89.33 | — | |
| ixa-pipe-nercFeatures=Local (L)2017.01 | 90.31 | 93.02 | 87.75 | — | |
| Lu and Roth (2015)Pos tags information=Not used2019.06 | 89.2 | — | — | — | |
| VSL-GG-Hier2019.06 | 88.4 | — | — | 0.2 | |
| VSL-GG-Flat2019.06 | 88 | — | — | 0.1 | |
| VSL-G2019.06 | 87.8 | — | — | 0.1 | |
| BiGRU baseline2019.06 | 87.6 | — | — | — |