Metric: Smoothed BLEU-4 (higher is better)
| # | Model↕ | Smoothed BLEU-4▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | CodeTrans-MT-Large | 21.87 | No | CodeTrans: Towards Cracking the Language of Sili... | 2021-04-06 | Code |
| 2 | CodeBERT (MLM+RTD) | 14.56 | No | CodeBERT: A Pre-Trained Model for Programming an... | 2020-02-19 | Code |
| 3 | CodeBERT (MLM) | 13.59 | No | CodeBERT: A Pre-Trained Model for Programming an... | 2020-02-19 | Code |
| 4 | RoBERTa | 13.2 | No | CodeBERT: A Pre-Trained Model for Programming an... | 2020-02-19 | Code |
| 5 | pre-train w/ code only | 13.07 | No | CodeBERT: A Pre-Trained Model for Programming an... | 2020-02-19 | Code |
| 6 | CodeBERT (RTD) | 12.72 | No | CodeBERT: A Pre-Trained Model for Programming an... | 2020-02-19 | Code |
| 7 | Transformer | 12.57 | No | CodeBERT: A Pre-Trained Model for Programming an... | 2020-02-19 | Code |
| 8 | seq2seq | 11.42 | No | CodeBERT: A Pre-Trained Model for Programming an... | 2020-02-19 | Code |