Named Entity Recognition on LaptopReview
81.34F1 ScoreSupervised BERT-NER
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Supervised BERT-NERSupervision Type=Fully Supervised, Pre-trained Model=BERT2021.05 | 81.34 | 82.02 | 80.67 | |
| best consensusSupervision Type=Oracle2021.05 | 77.72 | 100 | 63.55 | |
| CHMM-ALTSupervision Type=Distant Supervision, Pre-trained Model=BERT2021.05 | 76.55 | 81.39 | 72.32 | |
| CHMMSupervision Type=Unsupervised label denoiser2021.05 | 73.02 | 87.23 | 62.79 | |
| CHMM + BERT-NERSupervision Type=Distant Supervision, Pre-trained Model=BERT2021.05 | 69.67 | 75.48 | 64.7 | |
| Linked HMMSupervision Type=Distant Supervision, Label Denoiser Status=Active2021.05 | 69.04 | 77.74 | 62.11 | |
| Majority VotingSupervision Type=Unsupervised label denoiser2021.05 | 67.92 | 72.93 | 63.55 | |
| BOND-MVSupervision Type=Distant Supervision, Label Denoiser Status=Active2021.05 | 67.19 | 68.9 | 65.75 | |
| HMMSupervision Type=Unsupervised label denoiser2021.05 | 66.96 | 77.46 | 58.96 | |
| CHMM-i.i.d.Supervision Type=Unsupervised label denoiser2021.05 | 65.89 | 75.7 | 58.34 | |
| AutoNERSupervision Type=Distant Supervision, Label Denoiser Status=Active2021.05 | 65.44 | 72.27 | 59.79 | |
| SnorkelSupervision Type=Distant Supervision, Label Denoiser Status=Active2021.05 | 63.54 | 64.09 | 63.09 |