Spoken Language Understanding on ATIS
96.1Slot F1Cascaded
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| CascadedConfigurations=Ref → BERT2021.02 | 96.1 | 97.65 | — | — | 95.89 | 96.3 | |
| Stack-PropagationSetting=Oracle (Intent)2019.09 | 96 | — | — | — | — | — | |
| Stack-Propagation2019.09 | 95.9 | 96.9 | 86.5 | — | — | — | |
| SF-ID Network2019.09 | 95.6 | 96.6 | 86 | — | — | — | |
| Bi-Model2019.09 | 95.5 | 96.4 | 85.7 | — | — | — | |
| Slot-Gated Intent Atten2019.09 | 95.2 | 94.1 | 82.6 | — | — | — | |
| CAPSULE-NLU2019.09 | 95.2 | 95 | 83.4 | — | — | — | |
| Self-Attentive Model2019.09 | 95.1 | 96.8 | 82.2 | — | — | — | |
| Slot-Gated Full Atten2019.09 | 94.8 | 93.6 | 82.2 | — | — | — | |
| Joint Seq2019.09 | 94.3 | 92.6 | 80.7 | — | — | — | |
| Attention BiRNN2019.09 | 94.2 | 91.1 | 78.9 | — | — | — | |
| E2E SLPConfigurations=two-step (ASR, SLU)2021.02 | 90.95 | 96.3 | — | 8.68 | 91.13 | 90.76 | |
| CascadedConfigurations=SLP ASR → BERT2021.02 | 90.12 | 95.52 | — | 8.68 | 90.46 | 89.78 | |
| E2E SLPConfigurations=one-step (SLU)2021.02 | 87.36 | 94.96 | — | — | 89.21 | 85.58 | |
| E2E SLPConfigurations=one-step (ASRU SLU)2021.02 | 84.4 | 95.3 | — | 14.47 | 86.71 | 82.2 | |
| CascadedConfigurations=ASR → BERT2021.02 | 84.13 | 95.18 | — | 14.82 | 86.53 | 81.86 |