Named Entity Recognition on German GermEval14 (test)
88.83F1 ScoreXLM-R_large
Evaluation results
| Method | Links | ||
|---|---|---|---|
| XLM-R_largeBatch Size (BS)=16, Learning Rate (LR)=7 E-062025.06 | 88.83 | — | |
| GELECTRA_largeBatch Size (BS)=16, Learning Rate (LR)=7 E-062025.06 | 88.72 | — | |
| GBERT_largeBatch Size (BS)=16, Learning Rate (LR)=7 E-062025.06 | 88.72 | — | |
| GeistBERTBatch Size (BS)=16, Learning Rate (LR)=5 E-062025.06 | 88.47 | — | |
| fGottBERT_largeBatch Size (BS)=16, Learning Rate (LR)=5 E-06, Checkpoint=best2025.06 | 88.27 | — | |
| GottBERT_largeBatch Size (BS)=64, Learning Rate (LR)=5 E-06, Checkpoint=best2025.06 | 88.2 | — | |
| fGottBERT_largeBatch Size (BS)=32, Learning Rate (LR)=5 E-06, Checkpoint=last2025.06 | 88.13 | — | |
| fGottBERT_baseBatch Size (BS)=16, Learning Rate (LR)=1 E-05, Checkpoint=last2025.06 | 87.59 | — | |
| fGottBERT_baseBatch Size (BS)=16, Learning Rate (LR)=7 E-06, Checkpoint=best2025.06 | 87.57 | — | |
| GottBERT_baseBatch Size (BS)=16, Learning Rate (LR)=1 E-05, Checkpoint=best2025.06 | 87.55 | — | |
| GottBERT_baseBatch Size (BS)=48, Learning Rate (LR)=2 E-05, Checkpoint=last2025.06 | 87.48 | — | |
| GBERT_baseBatch Size (BS)=16, Learning Rate (LR)=2 E-052025.06 | 87.24 | — | |
| GELECTRA_baseBatch Size (BS)=32, Learning Rate (LR)=5 E-052025.06 | 86.91 | — | |
| Trankit2021.01 | 86.9 | — | |
| dbmdzBERTBatch Size (BS)=48, Learning Rate (LR)=2 E-052025.06 | 86.82 | — | |
| mBERTBatch Size (BS)=48, Learning Rate (LR)=1 E-052025.06 | 86.67 | — | |
| GermanBERTBatch Size (BS)=32, Learning Rate (LR)=2 E-052025.06 | 86.53 | — | |
| XLM-R_baseBatch Size (BS)=64, Learning Rate (LR)=2 E-052025.06 | 86.14 | — | |
| FlairVersion=v0.72021.01 | 85.4 | — | |
| StanzaVersion=v1.1.12021.01 | 85.2 | — | |
| spaCyVersion=v2.32021.01 | 68.4 | — | |
| FLAIRNumber of entity types=4, Training status=Retrained2020.03 | — | 85.4 | |
| spaCyNumber of entity types=4, Training status=Retrained2020.03 | — | 68.4 | |
| StanzaNumber of entity types=4, Training status=Retrained2020.03 | — | 85.2 |