Paper: BERT for Joint Intent Classification and Slot Filling
| Train | Dev | Test | Intent Labels | Slot Labels | |
|---|---|---|---|---|---|
| ATIS | 4,478 | 500 | 893 | 21 | 120 |
| Snips | 13,084 | 700 | 700 | 7 | 72 |
$ python3 main.py --task {task_name} \
--epoch {epoch} \
--batch {batch_size} \
# For ATIS
$ python3 main.py --task atis \
--epoch 30 \
--batch 128 \
# For Snips
$ python3 main.py --task snips \
--epoch 30 \
--batch 128 \
# For JointBERT with POS tagging
$ python3 main_POS.py --task {task_name} \
--epoch {epoch} \
--batch {batch_size} \- 30 epoch
- 128 batch size
| Snips | ATIS | |||||
|---|---|---|---|---|---|---|
| Intent acc (%) | Slot F1 (%) | Sentence acc (%) | Intent acc (%) | Slot F1 (%) | Sentence acc (%) | |
| JointBERT | 98.4 | 95.7 | 90.1 | 97.5 | 94.4 | 85.1 |
| JointBERT + POS | 98.3 | 94.0 | 86.7 | 97.1 | 95.2 | 86.3 |