Code Documentation Generation
Code Documentation Generation is a supervised task where a code function is the input to the model, and the model generates the documentation for this function.
Description from: CodeTrans: Towards Cracking the Language of Silicone's Code Through Self-Supervised Deep Learning and High Performance Computing
Papers
Showing 1–8 of 8 papers
All datasetsCodeSearchNet - JavaCodeSearchNet - JavaScriptCodeSearchNet - PhpCodeSearchNetCodeSearchNet - GoCodeSearchNet - PythonCodeSearchNet - Ruby
Benchmark Results
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | CodeTrans-MT-Base | Smoothed BLEU-4 | 26.23 | — | Unverified |
| 2 | CodeBERT (MLM+RTD) | Smoothed BLEU-4 | 21.32 | — | Unverified |
| 3 | CodeBERT (MLM) | Smoothed BLEU-4 | 21 | — | Unverified |
| 4 | pre-train w/ code only | Smoothed BLEU-4 | 20.71 | — | Unverified |
| 5 | CodeBERT (RTD) | Smoothed BLEU-4 | 20.25 | — | Unverified |
| 6 | RoBERTa | Smoothed BLEU-4 | 19.9 | — | Unverified |
| 7 | seq2seq | Smoothed BLEU-4 | 18.4 | — | Unverified |
| 8 | Transformer | Smoothed BLEU-4 | 18.25 | — | Unverified |