A pickled form of raw ATIS data can be downloaded from here. This raw data can be converted to parallel data via scripts/conv_pkl_to_parallel.py.
In order to train a model, run make train.
In order to run inference on the test set, run make test.
In order to start afresh and remove all intermediate files, run make clean.