hotckiss / mlse

Auto-Generated Code Detection

This repository contains code of research project "Auto-Generated Code Detection".

Repository structure:

1. code2vec -- third party implementation of code2vec model based on this repository
2. dataset -- Java source code for automatic collection of dataset and features calculation
3. git_python_wrapper -- python wrapper for GitHib search API
4. experiments -- source code of experiments

Experiments evaluation

Folder experiments/datasets contains datasets for both simple features evaluation and code2vec features evaluation.

Folder experiments/training/* contains authors evaluation results.

To rerun all experiments with presented data run python experiments/training/train.py (works several hours for all models)

Final presentation link: https://docs.google.com/presentation/d/1MbK6Xdf2J9RknKyqMrSGeKLb5s1KEI32RY3IMbKV864/edit?usp=sharing