Named Entity Recognition on DaNE (test)
95.53F1 (PER)DaCy large
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| DaCy largeModel=XLM-Roberta, Speed (WPS)=13112021.07 | 95.53 | 83.9 | 77.82 | 80.16 | 85.2 | — | — | |
| DaCy largeWall Time (GPU/CPU)=2.9/34.7, Tokenizer=SpaCy2021.07 | 93.33 | 84.88 | 76.49 | 80.16 | 84.39 | 85.65 | — | |
| FlairWall Time (GPU/CPU)=2.0/-, Tokenizer=SpaCy2021.07 | 92.6 | 84.82 | 61.29 | — | 70.49 | 81.09 | — | |
| NERDAWall Time (GPU/CPU)=2.5/-, Tokenizer=SpaCy2021.07 | 92.35 | 81.52 | 65.96 | 72.41 | 79.04 | 80.85 | — | |
| DaNLP BERTWall Time (GPU/CPU)=37.4/-, Tokenizer=SpaCy2021.07 | 92.27 | 83.9 | 71.13 | — | 72.84 | 83.2 | — | |
| DaCy mediumWall Time (GPU/CPU)=1.8/9.9, Tokenizer=SpaCy2021.07 | 89.86 | 83.96 | 64.47 | 70.09 | 77.67 | 79.68 | — | |
| DaCy mediumModel=DaBERT, Speed (WPS)=83352021.07 | 89.62 | 83.09 | 67.35 | 70.69 | 78.47 | — | — | |
| DaCy smallWall Time (GPU/CPU)=1.9/2.6, Tokenizer=SpaCy2021.07 | 87.98 | 79.23 | 60.58 | 64.82 | 74.18 | 76.98 | — | |
| DaCy smallModel=Ælæctra Cased, Speed (WPS)=106712021.07 | 87.36 | 81.95 | 63.83 | 70.68 | 76.55 | — | — | |
| SpaCy largeWall Time (GPU/CPU)=0.9/1.4, Tokenizer=SpaCy2021.07 | 86.17 | 84.16 | 63.36 | 65.52 | 75.75 | 78.57 | — | |
| DaConvBERTSpeed (WPS)=100292021.07 | 85.08 | 78.26 | 61.76 | 66.93 | 73.77 | — | — | |
| SpaCy mediumWall Time (GPU/CPU)=1.2/1.4, Tokenizer=SpaCy2021.07 | 84.55 | 77.29 | 63.16 | 63.25 | 73.23 | 76.01 | — | |
| DaELECTRASpeed (WPS)=98552021.07 | 82.8 | 77.39 | 63.01 | 66.95 | 73.16 | — | — | |
| PolyglotWall Time (GPU/CPU)=-/3.8, Tokenizer=Polyglot2021.07 | 79.25 | 68.06 | 40.69 | — | 56.67 | 65.32 | — | |
| SpaCy smallWall Time (GPU/CPU)=1.4/1.5, Tokenizer=SpaCy2021.07 | 78.92 | 69.04 | 53.49 | 61.54 | 67.11 | 68.61 | — | |
| CodeNERBackbone=GPT-4, Evaluation Protocol=Zero-shot2025.07 | — | — | — | — | — | — | 57.28 | |
| CodeNERBackbone=GPT-4 turbo, Evaluation Protocol=Zero-shot2025.07 | — | — | — | — | — | — | 62.61 | |
| VanillaBackbone=GPT-4, Evaluation Protocol=Zero-shot2025.07 | — | — | — | — | — | — | 66.46 | |
| VanillaBackbone=GPT-4 turbo, Evaluation Protocol=Zero-shot2025.07 | — | — | — | — | — | — | 65.53 |