Metric: Sentence Retrieval (higher is better)
| # | Model↕ | Sentence Retrieval▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | Turing ULR v6 | 94.4 | No | XLM-E: Cross-lingual Language Model Pre-training... | 2021-06-30 | Code |
| 2 | MShenNonG | 94.4 | No | - | - | - |
| 3 | MShenNonG+TDT | 94.4 | No | - | - | - |
| 4 | CoFe | 94.2 | No | - | - | - |
| 5 | Turing ULR v5 | 93.7 | No | XLM-E: Cross-lingual Language Model Pre-training... | 2021-06-30 | Code |
| 6 | Turing ULR v5 (XLM-E) | 93.7 | No | - | - | - |
| 7 | Unicoder+ZCode | 93.7 | No | - | - | - |
| 8 | Unicoder + ZCode | 93.7 | No | - | - | - |
| 9 | VECO | 93.3 | No | - | - | - |
| 10 | VECO + HICTL | 93.3 | No | - | - | - |
| 11 | HiCTL | 92.6 | No | - | - | - |
| 12 | InfoXLM-XFT | 92.4 | No | - | - | - |
| 13 | Ensemble-Distil-XFT (ED-XFT) | 92.4 | No | - | - | - |
| 14 | ERNIE-M | 91.9 | No | ERNIE-M: Enhanced Multilingual Representation by... | 2020-12-31 | Code |
| 15 | Polyglot | 90.8 | No | - | - | - |
| 16 | T-ULRv2 + StableTune | 89.3 | No | InfoXLM: An Information-Theoretic Framework for ... | 2020-07-15 | Code |
| 17 | Anonymous3 | 89 | No | - | - | - |
| 18 | FILTER | 84.4 | No | FILTER: An Enhanced Fusion Method for Cross-ling... | 2020-09-10 | Code |
| 19 | Creative | 77.5 | No | - | - | - |
| 20 | X-STILTs | 76.5 | No | English Intermediate-Task Training Improves Zero... | 2020-05-26 | - |
| 21 | mBERT | 47.7 | No | - | - | Code |
| 22 | Anonymous6 | 34.5 | No | - | - | - |
| 23 | Anonymous5 | 18 | No | - | - | - |