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 | 20.39 | — | Unverified |
| 2 | CodeBERT (MLM) | Smoothed BLEU-4 | 15.48 | — | Unverified |
| 3 | CodeBERT (MLM+RTD) | Smoothed BLEU-4 | 15.41 | — | Unverified |
| 4 | pre-train w/ code only | Smoothed BLEU-4 | 15.12 | — | Unverified |
| 5 | RoBERTa | Smoothed BLEU-4 | 14.92 | — | Unverified |
| 6 | Transformer | Smoothed BLEU-4 | 13.44 | — | Unverified |
| 7 | seq2seq | Smoothed BLEU-4 | 13.04 | — | Unverified |