| DeepStruct: Pretraining of Language Models for Structure Prediction | ✓ Link | 80.8 | DeepStruct multi-task w/ finetune | 2022-05-21 |
| Named Entity Recognition as Dependency Parsing | ✓ Link | 80.5 | Biaffine-NER | 2020-05-14 |
| DeepStruct: Pretraining of Language Models for Structure Prediction | ✓ Link | 80.2 | DeepStruct multi-task | 2022-05-21 |
| Neural Architectures for Nested NER through Linearization | ✓ Link | 78.31 | seq2seq+BERT+Flair | 2019-08-19 |
| UniversalNER: Targeted Distillation from Large Language Models for Open Named Entity Recognition | ✓ Link | 77.54 | UniNER-7B | 2023-08-07 |
| Nested Named Entity Recognition via Second-best Sequence Learning and Decoding | ✓ Link | 77.36 | Second-best learning and decoding + BERT + Flair | 2019-09-05 |
| Nested Named Entity Recognition via Second-best Sequence Learning and Decoding | ✓ Link | 77.19 | Second-best learning and decoding | 2019-09-05 |
| Bipartite Flat-Graph Network for Nested Named Entity Recognition | ✓ Link | 76.0 | BiFlaG | 2020-05-01 |
| Neural Segmental Hypergraphs for Overlapping Mention Recognition | ✓ Link | 75.1 | Neural segmental hypergraphs | 2018-10-03 |
| Sequence-to-Nuggets: Nested Entity Mention Detection via Anchor-Region Networks | ✓ Link | 74.8 | Anchor-Region Networks | 2019-06-10 |
| A Neural Layered Model for Nested Named Entity Recognition | ✓ Link | 74.7 | Neural layered model | 2018-06-01 |
| A Boundary-aware Neural Model for Nested Named Entity Recognition | ✓ Link | 74.7 | Boundary-aware neural model | 2019-11-01 |
| A Neural Transition-based Model for Nested Mention Recognition | ✓ Link | 73.9 | Neural transition-based model | 2018-10-03 |
| DeepStruct: Pretraining of Language Models for Structure Prediction | ✓ Link | 47.2 | Deepstruct zero-shot | 2022-05-21 |