Slot-Filling

Slot Filling Using RNN with ATIS data.

Requirement

Python3.6
PyTorch
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Dataset

Airline Travel Information System(ATIS) dataset.

Here is an example sentence and its labels from the dataset:

Show	flights	from	Boston	to	New	York	today
O	O	O	B-dept	O	B-arr	I-arr	B-date

Result

Bi-GRU

	Precision	Recall	F1
train-set	99.77	99.83	99.8
test-set	94.78	94.75	94.76