Code Generation on CodeSearchNet - Ruby
Metric: Smoothed BLEU-4 (higher is better)
Metric: Smoothed BLEU-4 (higher is better)
| # | Model↕ | Smoothed BLEU-4▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | CodeTrans-MT-Base | 15.26 | No | CodeTrans: Towards Cracking the Language of Sili... | 2021-04-06 | Code |
| 2 | CodeBERT (MLM+RTD) | 8.46 | No | CodeBERT: A Pre-Trained Model for Programming an... | 2020-02-19 | Code |
| 3 | CodeBERT (MLM) | 7.95 | No | CodeBERT: A Pre-Trained Model for Programming an... | 2020-02-19 | Code |
| 4 | Transformer | 7.87 | No | CodeBERT: A Pre-Trained Model for Programming an... | 2020-02-19 | Code |
| 5 | pre-train w/ code only | 7.36 | No | CodeBERT: A Pre-Trained Model for Programming an... | 2020-02-19 | Code |
| 6 | RoBERTa | 7.26 | No | CodeBERT: A Pre-Trained Model for Programming an... | 2020-02-19 | Code |
| 7 | seq2seq | 6.96 | No | CodeBERT: A Pre-Trained Model for Programming an... | 2020-02-19 | Code |