Metric: F1 (higher is better)
| # | Model↕ | F1▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | XLM-R large | 79.5 | No | Model and Data Transfer for Cross-Lingual Sequen... | 2022-10-23 | Code |
| 2 | UniTrans | 79.31 | No | UniTrans: Unifying Model Transfer and Data Trans... | 2020-07-15 | Code |
| 3 | SMTS Multi sim | 78 | No | Single-/Multi-Source Cross-Lingual NER via Teach... | 2020-04-26 | Code |
| 4 | SMTS Multi avg | 77.75 | No | Single-/Multi-Source Cross-Lingual NER via Teach... | 2020-04-26 | Code |
| 5 | SMTS Single | 76.94 | No | Single-/Multi-Source Cross-Lingual NER via Teach... | 2020-04-26 | Code |
| 6 | Meta-Cross | 76.75 | No | Enhanced Meta-Learning for Cross-lingual Named E... | 2019-11-14 | Code |
| 7 | Zero shot mBERT 3 | 76.53 | No | Towards Lingua Franca Named Entity Recognition w... | 2019-11-19 | - |
| 8 | mBERT | 74.96 | No | Beto, Bentz, Becas: The Surprising Cross-Lingual... | 2019-04-19 | Code |
| 9 | Base Model | 74.59 | No | Enhanced Meta-Learning for Cross-lingual Named E... | 2019-11-14 | Code |
| 10 | MAN-MoE+CharCNN+UMWE | 73.5 | No | Multi-Source Cross-Lingual Model Transfer: Learn... | 2018-10-08 | Code |