Named Entity Recognition (NER) 벤치마크
Named Entity Recognition (NER) on CoNLL 2003 (German)
F1
- 2019-08-19 — Straková et al., 2019: F1 85.1
- 2020-05-14 — Biaffine-NER: F1 86.4
- 2020-06-02 — Cross-sentence context (CMV): F1 87.31
- 2020-10-10 — ACE + document-context: F1 88.38
| Rank | Model | F1 | Paper | Code | Year |
|---|---|---|---|---|---|
| 1 | ACE + document-context | 88.38 | Automated Concatenation of Embeddings for Structured Prediction | Alibaba-NLP/ACE · zhaoyuesun/phee | 2020 |
| 2 | FLERT XLM-R | 88.34 | FLERT: Document-Level Features for Named Entity Recognition | flairNLP/flair | 2020 |
| 3 | Cross-sentence context (CMV) | 87.31 | Exploring Cross-sentence Contexts for Named Entity Recognition with BERT | jouniluoma/bert-ner-cmv | 2020 |
| 4 | ACE | 87.0 | Automated Concatenation of Embeddings for Structured Prediction | Alibaba-NLP/ACE · zhaoyuesun/phee | 2020 |
| 5 | Biaffine-NER | 86.4 | Named Entity Recognition as Dependency Parsing | juntaoy/biaffine-ner | 2020 |
| 6 | Straková et al., 2019 | 85.1 | Neural Architectures for Nested NER through Linearization | ufal/acl2019_nested_ner | 2019 |