Named Entity Recognition on CoNLL2003 String-Matching (test)
76.62F1 ScorePU-Learning + BA + CIR
Evaluation results
| Method | Links | |
|---|---|---|
| PU-Learning + BA + CIRSupervision=Distant, backdoor adjustment=true, causal invariance regularizer=true2021.06 | 76.62 | |
| BOND + BA + CIRSupervision=Distant, backdoor adjustment=true, causal invariance regularizer=true2021.06 | 76.53 | |
| BOND + BASupervision=Distant, backdoor adjustment=true2021.06 | 76.21 | |
| PU-Learning + BASupervision=Distant, backdoor adjustment=true2021.06 | 76.17 | |
| RoBERTa-base + BA + CIRSupervision=Distant, backdoor adjustment=true, causal invariance regularizer=true2021.06 | 75.59 | |
| BONDSupervision=Distant2021.06 | 75.51 | |
| RoBERTa-base + BASupervision=Distant, backdoor adjustment=true2021.06 | 75.43 | |
| RoBERTa-baseSupervision=Distant2021.06 | 73.94 | |
| PU-LearningSupervision=Distant2021.06 | 72.42 | |
| BiLSTM-CRFSupervision=Distant2021.06 | 60.52 | |
| DictMatchSupervision=Distant2021.06 | 43.91 |