(Note: the experiments here are only about language modeling)

About the Penn Treebank corpus:
  - This corpus is free for research purposes
  - ptb.train.txt: train set
  - ptb.valid.txt: development set (should be used just for tuning hyper-parameters, but not for training)
  - ptb.test.txt: test set for reporting perplexity