NMT Code

  Code Translation refers to the task of translating a user's natural language requests into the corresponding programming language. In this repo, we aim to compare the performance of three different modeling approaches for Code Translation. We will assess the strengths and limitations of each modeling method, shedding light on the quality and efficiency of code translation. Our goal is to gain insights into which model is most effective in the field of code translation.

Model Desc

Transformer

PLM Fusion

PEFT

Setup

Data setup	Model Setup	Training Setup
-	-	-

Results

Model	BLEU Score	CodeBERT Score
Transformer	-	-
PLM Fusion	-	-
PEFT	-	-

References

• Attention Is All You Need
• Incorporating BERT into Neural Machine Translation
• PEFT
• CodeBERTScore: Evaluating Code Generation with Pretrained Models of Code