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 |