Spoken Language Understanding on SNIPS
97Slot F1Joint BERT
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Joint BERT2020.11 | 97 | 98.6 | — | |
| Seq2Seq-DU-SeqLabeladaptation=degenerated to sequence labeling2020.11 | 96.5 | 99 | — | |
| Stack-PropagationSetting=Oracle (Intent)2019.09 | 96.1 | — | — | |
| Stack-Propagation2019.09 | 94.2 | 98 | 86.9 | |
| Bi-Model2019.09 | 93.5 | 97.2 | 83.8 | |
| CAPSULE-NLU2019.09 | 91.8 | 97.3 | 80.9 | |
| SF-ID Network2019.09 | 90.5 | 97 | 78.4 | |
| Self-Attentive Model2019.09 | 90 | 97.5 | 81 | |
| Slot-Gated Full Atten2019.09 | 88.8 | 97 | 75.5 | |
| Slot-Gated2020.11 | 88.8 | 97 | — | |
| Slot-Gated Intent Atten2019.09 | 88.3 | 96.8 | 74.6 | |
| Attention BiRNN2019.09 | 87.8 | 96.7 | 74.1 | |
| Atten.-BiRNN2020.11 | 87.8 | 96.7 | — | |
| Joint Seq2019.09 | 87.3 | 96.9 | 73.2 | |
| RNN-LSTM2020.11 | 87.3 | 96.9 | — |