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Models/CodeTrans-MT-Base

CodeTrans-MT-Base

Reported on 10 benchmarks across 4 tasks · 1 paper · 10 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Natural Language Processing4 results

Code GenerationonCodeSearchNet - Python
Smoothed BLEU-4· 2021-04-06
20.39
SOTA
CodeTrans: Towards Cracking the Language of Silicon's Code Through Self-Supervised Deep Learning and High Performance Computing arXiv:2104.02443
Code GenerationonCodeSearchNet - Php
Smoothed BLEU-4· 2021-04-06
26.23
SOTA
CodeTrans: Towards Cracking the Language of Silicon's Code Through Self-Supervised Deep Learning and High Performance Computing arXiv:2104.02443
Code GenerationonCodeSearchNet - Ruby
Smoothed BLEU-4· 2021-04-06
15.26
SOTA
CodeTrans: Towards Cracking the Language of Silicon's Code Through Self-Supervised Deep Learning and High Performance Computing arXiv:2104.02443
Source Code SummarizationonSummarizing Source Code using a Neural Attention Model - Python
Smoothed BLEU-4· 2021-04-06
13.37
SOTA
CodeTrans: Towards Cracking the Language of Silicon's Code Through Self-Supervised Deep Learning and High Performance Computing arXiv:2104.02443

Adversarial3 results

Text GenerationonCodeSearchNet - Python
Smoothed BLEU-4· 2021-04-06
20.39
SOTA
CodeTrans: Towards Cracking the Language of Silicon's Code Through Self-Supervised Deep Learning and High Performance Computing arXiv:2104.02443
Text GenerationonCodeSearchNet - Php
Smoothed BLEU-4· 2021-04-06
26.23
SOTA
CodeTrans: Towards Cracking the Language of Silicon's Code Through Self-Supervised Deep Learning and High Performance Computing arXiv:2104.02443
Text GenerationonCodeSearchNet - Ruby
Smoothed BLEU-4· 2021-04-06
15.26
SOTA
CodeTrans: Towards Cracking the Language of Silicon's Code Through Self-Supervised Deep Learning and High Performance Computing arXiv:2104.02443

Computer Code3 results

Code Documentation GenerationonCodeSearchNet - Python
Smoothed BLEU-4· 2021-04-06
20.39
SOTA
CodeTrans: Towards Cracking the Language of Silicon's Code Through Self-Supervised Deep Learning and High Performance Computing arXiv:2104.02443
Code Documentation GenerationonCodeSearchNet - Php
Smoothed BLEU-4· 2021-04-06
26.23
SOTA
CodeTrans: Towards Cracking the Language of Silicon's Code Through Self-Supervised Deep Learning and High Performance Computing arXiv:2104.02443
Code Documentation GenerationonCodeSearchNet - Ruby
Smoothed BLEU-4· 2021-04-06
15.26
SOTA
CodeTrans: Towards Cracking the Language of Silicon's Code Through Self-Supervised Deep Learning and High Performance Computing arXiv:2104.02443