ARAE Tensorflow Code
Code for the paper Adversarially Regularized Autoencoders for Generating Discrete Structures by Zhao, Kim, Zhang, Rush and LeCun
- Supports generating discrete values (short sentences)
- Based on auto-regressive LSTM (tf.nn.dynamic_rnn)
python train.py --data_path=data_snli/
Sentence Generations (After 1 epoch)
a man is trying to get a picture of his friends . a man wearing a blue shirt and a woman is standing outside of a building while a man is watching him . a man is sleeping . a woman with brown hair and a man in a blue shirt and black pants , is in a blue shirt and a woman in a red shirt . a group of people are gathered . a woman wearing a pink shirt and a pink shirt is holding a baby while another girl is holding a baby . a human doing an orange and yellow , while being held while being held by a crowd while an older man watches . a man in red , white , and black , is running down the street , while another is being held by his dog . a woman wearing a red shirt and a red shirt is getting ready to make a large piece of water . a man is holding up a piece of wood while holding a large piece of wood while holding a large crowd of people . a woman wearing a pink shirt and a pink shirt is doing a trick while another man watches . a woman is trying to get her picture taken while she is walking down her bike while another man is walking down a street .