| Paper | Code | Exact Span F1 | ModelName | ReleaseDate |
|---|---|---|---|---|
| Automated Concatenation of Embeddings for Structured Prediction | ✓ Link | 97.3 | ACE | 2020-10-10 |
| Improving Named Entity Recognition by External Context Retrieving and Cooperative Learning | ✓ Link | 97.18 | BERT-CRF (Replicated in AdaSeq) | 2021-05-08 |
| Enhance Robustness of Sequence Labelling with Masked Adversarial Training | 97.04 | ELMo + MAT + Multi-Task | 2020-11-01 | |
| Cross-View Training for Semi-Supervised Learning | 96.98 | CVT+Multi-Task+Large | 2018-01-01 | |
| Cross-View Training for Semi-Supervised Learning | 96.83 | ELMo + Multi-Task | 2018-01-01 | |
| Contextual String Embeddings for Sequence Labeling | ✓ Link | 96.72 | Flair | 2018-08-01 |
| SeqVAT: Virtual Adversarial Training for Semi-Supervised Sequence Labeling | 95.45 | SeqVAT | 2020-07-01 | |
| Robust Multilingual Part-of-Speech Tagging via Adversarial Training | ✓ Link | 95.25 | Adversarial Training | 2017-11-14 |
| Robust Multilingual Part-of-Speech Tagging via Adversarial Training | ✓ Link | 95.18 | BiLSTM-CRF | 2017-11-14 |