Metric: Question Answering (lower is better)
| # | Model↕ | Question Answering▲ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | Anonymous5 | 52.5 | No | - | - | - |
| 2 | mBERT | 53.8 | No | - | - | Code |
| 3 | Creative | 59.7 | No | - | - | - |
| 4 | Anonymous6 | 65.5 | No | - | - | - |
| 5 | X-STILTs | 67.2 | No | English Intermediate-Task Training Improves Zero... | 2020-05-26 | - |
| 6 | FILTER | 68.5 | No | FILTER: An Enhanced Fusion Method for Cross-ling... | 2020-09-10 | Code |
| 7 | RemBERT | 68.6 | No | - | - | - |
| 8 | Anonymous3 | 71.7 | No | - | - | - |
| 9 | Polyglot | 71.9 | No | - | - | - |
| 10 | HiCTL | 71.9 | No | - | - | - |
| 11 | ERNIE-M | 72.3 | No | ERNIE-M: Enhanced Multilingual Representation by... | 2020-12-31 | Code |
| 12 | Unicoder+ZCode | 72.5 | No | - | - | - |
| 13 | Unicoder + ZCode | 72.5 | No | - | - | - |
| 14 | T-ULRv2 + StableTune | 72.9 | No | InfoXLM: An Information-Theoretic Framework for ... | 2020-07-15 | Code |
| 15 | VECO | 73.4 | No | - | - | - |
| 16 | VECO + HICTL | 73.4 | No | - | - | - |
| 17 | mT5 | 73.6 | No | mT5: A massively multilingual pre-trained text-t... | 2020-10-22 | Code |
| 18 | Turing ULR v5 (XLM-E) | 74.3 | No | - | - | - |
| 19 | CoFe | 75 | No | - | - | - |
| 20 | InfoXLM-XFT | 75.2 | No | - | - | - |
| 21 | Ensemble-Distil-XFT (ED-XFT) | 75.2 | No | - | - | - |
| 22 | MShenNonG | 76.3 | No | - | - | - |
| 23 | MShenNonG+TDT | 76.3 | No | - | - | - |
| 24 | Turing ULR v5 | 76.3 | No | XLM-E: Cross-lingual Language Model Pre-training... | 2021-06-30 | Code |
| 25 | Turing ULR v6 | 77.1 | No | XLM-E: Cross-lingual Language Model Pre-training... | 2021-06-30 | Code |