Metric: Avg (higher is better)
| # | Model↕ | Avg▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | Turing ULR v6 | 85.5 | No | XLM-E: Cross-lingual Language Model Pre-training... | 2021-06-30 | Code |
| 2 | MShenNonG | 85 | No | - | - | - |
| 3 | MShenNonG+TDT | 85 | No | - | - | - |
| 4 | Turing ULR v5 | 84.5 | No | XLM-E: Cross-lingual Language Model Pre-training... | 2021-06-30 | Code |
| 5 | CoFe | 84.1 | No | - | - | - |
| 6 | Turing ULR v5 (XLM-E) | 83.7 | No | - | - | - |
| 7 | InfoXLM-XFT | 82.2 | No | - | - | - |
| 8 | Ensemble-Distil-XFT (ED-XFT) | 82 | No | - | - | - |
| 9 | VECO | 82 | No | - | - | - |
| 10 | VECO + HICTL | 82 | No | - | - | - |
| 11 | Polyglot | 81.7 | No | - | - | - |
| 12 | Unicoder+ZCode | 81.6 | No | - | - | - |
| 13 | Unicoder + ZCode | 81.6 | No | - | - | - |
| 14 | ERNIE-M | 80.9 | No | ERNIE-M: Enhanced Multilingual Representation by... | 2020-12-31 | Code |
| 15 | HiCTL | 80.8 | No | - | - | - |
| 16 | T-ULRv2 + StableTune | 80.7 | No | InfoXLM: An Information-Theoretic Framework for ... | 2020-07-15 | Code |
| 17 | Anonymous3 | 79.9 | No | - | - | - |
| 18 | FILTER | 77 | No | FILTER: An Enhanced Fusion Method for Cross-ling... | 2020-09-10 | Code |
| 19 | Creative | 76.5 | No | - | - | - |
| 20 | X-STILTs | 73.5 | No | English Intermediate-Task Training Improves Zero... | 2020-05-26 | - |
| 21 | RemBERT | 56.1 | No | - | - | - |
| 22 | Anonymous5 | 53.1 | No | - | - | - |
| 23 | mT5 | 40.9 | No | mT5: A massively multilingual pre-trained text-t... | 2020-10-22 | Code |
| 24 | Anonymous6 | 39.3 | No | - | - | - |