Python Code: Text Generation Models Trained with Song Lyrics Project

Python code for scraping lyrics from web:

• Python Notebook

Python Language Model Training Code:

• Baseline RNN: Python Notebook

• RNN with tuned hyperparameters: Python Notebook

• GAN Models (using TextBox library): Python Notebook

  • Modified TextBox files folder contains files from the TextBox library that were modified for training the SeqGAN, TextGAN, and LeakGAN models:

Python evaluation code:

• Calculate BLEU scores for generated text: Python Notebook

• Random sample and calculate human score: Python File

  • Randomly sample generated text and save 10 examples from each model to a .csv file & calculate human evaluation score by displaying a random selection from sampled text and prompting for score, then calculates the average for each model

---

Back