Slot Filling and Intent Detection on MixATIS
88.3Slot F1GL-GIN
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| GL-GIN2021.06 | 88.3 | — | 76.3 | 43.5 | |
| Slot-Gated2020.04 | 88.1 | — | 65.7 | 38.9 | |
| AGIF2020.04 | 88.1 | 81.2 | 75.8 | 44.5 | |
| Stack-Propagation2021.06 | 87.8 | — | 72.1 | 40.1 | |
| SF-ID2020.04 | 87.7 | — | 63.7 | 36.2 | |
| Slot-Gated2021.06 | 87.7 | — | 63.9 | 35.5 | |
| Joint Multiple ID-SF2020.04 | 87.5 | 80.6 | 73.1 | 38.1 | |
| Stack-Propagationdecoder_type=sigmoid-decoder2020.04 | 87.4 | 79 | 71.9 | 41 | |
| SF-ID2021.06 | 87.4 | — | 66.2 | 34.9 | |
| Slot-gated Intent2020.04 | 86.7 | — | 66.2 | 39.6 | |
| AGIF2021.06 | 86.7 | — | 74.4 | 40.8 | |
| Attention BiRNN2020.04 | 86.6 | — | 71.6 | 38.7 | |
| Stack-Propagationdecoder_type=concatenation2020.04 | 86.6 | — | 76 | 42.8 | |
| Attention BiRNN2021.06 | 86.4 | — | 74.6 | 39.1 | |
| Bi-Model2020.04 | 85.5 | — | 72.3 | 39.1 | |
| Joint Multiple ID-SF2021.06 | 84.6 | — | 73.4 | 36.1 | |
| Bi-Model2021.06 | 83.9 | — | 70.3 | 34.4 |