Language GANs Falling Short

Code for reproducing all results in our paper, which can be found here

(key) Requirements

common folder: most of the important code is here, including all models and utilities
synthetic_data_experiments folder: code to run and reproduce all oracle experiments
real_data_experiments folder: code to run results for ImageCoco and News datasets

For synthetic experiments, we provide the best hyperparameters for every method to reproduce the results. We also provide the hyperparameter script that was used to launch the hyperparameter search. More info can be found here
For real data, we uploaded the weights (and corresponding hyperparameters) in real_data_experiments/trained_models folder. We also provie the hyperparameter script used for this experiment. We give more detail on reproducing the EMNLPNEWS dataset results here

This repository is no longer maintained. Feel free to file an issue if need be, however response may be slow.