codesearchnet---ruby is a state-of-the-art machine learning benchmark indexed on Codesota. This page tracks published model results, top scores per metric, and the SOTA timeline for codesearchnet---ruby.
Smoothed Bleu 4 is the reported evaluation metric for codesearchnet---ruby. Codesota tracks published model scores on this metric so readers can compare state-of-the-art results across sources and model families.
Higher is better
| Rank | Model | Trust | Score | Year | Links | Fix |
|---|---|---|---|---|---|---|
| 01 | CodeTrans-MT-Base | verified | 15.26 | 2021 | Paper ↗Code ↗ | Looks wrong? |
| 02 | CodeBERT (MLM+RTD) | verified | 8.46 | 2020 | Paper ↗Code ↗ | Looks wrong? |
| 03 | CodeBERT (MLM) | verified | 7.95 | 2020 | Paper ↗Code ↗ | Looks wrong? |
| 04 | Transformer | verified | 7.87 | 2020 | Paper ↗Code ↗ | Looks wrong? |
| 05 | pre-train w/ code only | verified | 7.36 | 2020 | Paper ↗Code ↗ | Looks wrong? |
| 06 | RoBERTa | verified | 7.26 | 2020 | Paper ↗Code ↗ | Looks wrong? |
| 07 | seq2seq | verified | 6.96 | 2020 | Paper ↗Code ↗ | Looks wrong? |