| Dice Loss for Data-imbalanced NLP Tasks | ✓ Link | 96.72 | | | BERT-MRC+DSC | 2019-11-07 |
| Improving Named Entity Recognition by External Context Retrieving and Cooperative Learning | ✓ Link | 96.69 | | | BERT-CRF (Replicated in AdaSeq) | 2021-05-08 |
| Boundary Smoothing for Named Entity Recognition | ✓ Link | 96.26 | | | Baseline + BS | 2022-04-26 |
| Unified Named Entity Recognition as Word-Word Relation Classification | ✓ Link | 96.10 | | | W2NER | 2021-12-19 |
| FLAT: Chinese NER Using Flat-Lattice Transformer | ✓ Link | 96.09 | | | FLAT+BERT | 2020-04-24 |
| A Unified MRC Framework for Named Entity Recognition | ✓ Link | 95.75 | | | BERT-MRC | 2019-10-25 |
| FGN: Fusion Glyph Network for Chinese Named Entity Recognition | ✓ Link | 95.64 | | | FGN | 2020-01-15 |
| Glyce: Glyph-vectors for Chinese Character Representations | ✓ Link | 95.54 | 95.57 | 95.51 | Glyce + BERT | 2019-01-29 |
| ZEN: Pre-training Chinese Text Encoder Enhanced by N-gram Representations | ✓ Link | 95.25 | | | ZEN (Init with Chinese BERT) | 2019-11-02 |
| ERNIE 2.0: A Continual Pre-training Framework for Language Understanding | ✓ Link | 95 | | | ERNIE 2.0 Large | 2019-07-29 |
| DiffusionNER: Boundary Diffusion for Named Entity Recognition | ✓ Link | 94.91 | | | DiffusionNER | 2023-05-22 |
| NFLAT: Non-Flat-Lattice Transformer for Chinese Named Entity Recognition | ✓ Link | 94.55 | 94.92 | 94.19 | NFLAT | 2022-05-12 |
| FLAT: Chinese NER Using Flat-Lattice Transformer | ✓ Link | 94.12 | | | FLAT | 2020-04-24 |
| ERNIE: Enhanced Representation through Knowledge Integration | ✓ Link | 93.8 | | | ERNIE | 2019-04-19 |
| ERNIE 2.0: A Continual Pre-training Framework for Language Understanding | ✓ Link | 93.8 | | | ERNIE 2.0 Base | 2019-07-29 |
| Simplify the Usage of Lexicon in Chinese NER | ✓ Link | 93.5 | | | LSTM + Lexicon augment | 2019-08-16 |
| Parallel Instance Query Network for Named Entity Recognition | ✓ Link | 93.48 | | | PIQN | 2022-03-20 |
| ZEN: Pre-training Chinese Text Encoder Enhanced by N-gram Representations | ✓ Link | 93.24 | | | ZEN (Random Init) | 2019-11-02 |
| Chinese NER Using Lattice LSTM | ✓ Link | 93.18 | | | Lattice | 2018-05-05 |
| CAN-NER: Convolutional Attention Network for Chinese Named Entity Recognition | ✓ Link | 92.97 | 93.53 | 92.42 | CAN-NER Model | 2019-04-03 |
| TENER: Adapting Transformer Encoder for Named Entity Recognition | ✓ Link | 92.74 | | | TENER | 2019-11-10 |