Named Entity Recognition Average over all languages (test)
96.3F1 ScoreXLM-RoBERTa
Evaluation results
| Method | Links | |
|---|---|---|
| XLM-RoBERTaNumber of Parameters=3.5B2025.03 | 96.3 | |
| mDeBERTaNumber of Parameters=280M2025.03 | 96.2 | |
| XLM-RoBERTaNumber of Parameters=560M2025.03 | 96.1 | |
| EuroBERTNumber of Parameters=610M2025.03 | 95.9 | |
| XLM-RoBERTaNumber of Parameters=280M2025.03 | 95.5 | |
| mGTENumber of Parameters=305M2025.03 | 95.2 | |
| EuroBERTNumber of Parameters=2.1B2025.03 | 95.2 | |
| EuroBERTNumber of Parameters=210M2025.03 | 94.7 | |
| LT-SFTzero-shot cross-lingual transfer=true, equivalent reduction factor=12021.10 | 71.7 | |
| BPETokenizer method=BPE, Probing=Average of 5 random seeds2023.05 | 70.4 | |
| TokMixTokenizer method=TokMix, Probing=Average of 5 random seeds2023.05 | 70.2 | |
| MAD-Xzero-shot cross-lingual transfer=true, equivalent reduction factor=82021.10 | 69.9 | |
| NoOverlapTokenizer method=NoOverlap, Probing=Average of 5 random seeds2023.05 | 69.4 | |
| UnigramTokenizer method=Unigram, Probing=Average of 5 random seeds2023.05 | 62.8 | |
| LT-SFT TA-ONLYzero-shot cross-lingual transfer=true, equivalent reduction factor=8, adaptation mode=task-adaptation only2021.10 | 55.3 | |
| BitFitzero-shot cross-lingual transfer=true2021.10 | 54.9 | |
| MAD-X TA-ONLYzero-shot cross-lingual transfer=true, equivalent reduction factor=32, adaptation mode=task-adaptation only2021.10 | 52.4 |