Metric: Sentence-pair Classification (higher is better)
| # | Model↕ | Sentence-pair Classification▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | Turing ULR v6 | 91 | No | XLM-E: Cross-lingual Language Model Pre-training... | 2021-06-30 | Code |
| 2 | MShenNonG | 90.4 | No | - | - | - |
| 3 | MShenNonG+TDT | 90.4 | No | - | - | - |
| 4 | Turing ULR v5 | 90.3 | No | XLM-E: Cross-lingual Language Model Pre-training... | 2021-06-30 | Code |
| 5 | CoFe | 90.1 | No | - | - | - |
| 6 | Turing ULR v5 (XLM-E) | 90 | No | - | - | - |
| 7 | mT5 | 89.8 | No | mT5: A massively multilingual pre-trained text-t... | 2020-10-22 | Code |
| 8 | InfoXLM-XFT | 89.3 | No | - | - | - |
| 9 | Ensemble-Distil-XFT (ED-XFT) | 89.2 | No | - | - | - |
| 10 | VECO | 89 | No | - | - | - |
| 11 | VECO + HICTL | 89 | No | - | - | - |
| 12 | HiCTL | 89 | No | - | - | - |
| 13 | T-ULRv2 + StableTune | 88.8 | No | InfoXLM: An Information-Theoretic Framework for ... | 2020-07-15 | Code |
| 14 | Unicoder+ZCode | 88.4 | No | - | - | - |
| 15 | Unicoder + ZCode | 88.4 | No | - | - | - |
| 16 | Polyglot | 88.3 | No | - | - | - |
| 17 | Anonymous3 | 88.2 | No | - | - | - |
| 18 | ERNIE-M | 87.9 | No | ERNIE-M: Enhanced Multilingual Representation by... | 2020-12-31 | Code |
| 19 | FILTER | 87.5 | No | FILTER: An Enhanced Fusion Method for Cross-ling... | 2020-09-10 | Code |
| 20 | Creative | 86.3 | No | - | - | - |
| 21 | RemBERT | 84.1 | No | - | - | - |
| 22 | X-STILTs | 83.9 | No | English Intermediate-Task Training Improves Zero... | 2020-05-26 | - |
| 23 | Anonymous5 | 75.3 | No | - | - | - |
| 24 | mBERT | 73.7 | No | - | - | Code |
| 25 | Anonymous6 | 44.2 | No | - | - | - |