Joint Slot Filling and Intent Detection on ATIS (test)
96Slot F1AGIF
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| AGIF2020.04 | 96 | 97.1 | 87.2 | 80.2 | |
| Stack-Propagation2020.04 | 95.9 | 96.9 | 86.5 | — | |
| SF-ID2020.04 | 95.6 | 96.6 | 86 | — | |
| CAPSULE-NLUtraining=joint2018.12 | 95.2 | 95 | 83.4 | — | |
| Slot-Gated Full Atten.2018.12 | 94.8 | 93.6 | 82.2 | — | |
| CAPSULE-NLUablation=without Intent Detection2018.12 | 94.8 | — | — | — | |
| CAPSULE-NLUtraining=two-stage, ablation=without Joint Training2018.12 | 94.8 | 84.7 | 74.3 | — | |
| CNN TriCRF2018.12 | 94.4 | — | — | — | |
| Joint Seq.2018.12 | 94.2 | 92.6 | 80.7 | — | |
| Attention BiRNN2018.12 | 94.2 | 91.1 | 78.9 | — | |
| Joint Multiple ID-SF2020.04 | 94.2 | 95.4 | — | — | |
| DR-AGG2018.12 | — | 91.4 | — | — | |
| IntentCapsNet2018.12 | — | 94.8 | — | — |