Spoken Language Understanding on FSC (test)
100Intent AccuracyCascaded
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CascadedConfigurations=Ref → BERT2021.02 | 100 | — | — | |
| E2E SLPConfigurations=one-step (ASRU SLU)2021.02 | 99.71 | 42 | — | |
| E2E SLPConfigurations=two-step (ASR, SLU)2021.02 | 99.71 | 42 | — | |
| CascadedConfigurations=SLP ASR → BERT2021.02 | 99.47 | 42 | — | |
| Offlinecontinual learning=false2023.10 | 99.28 | 48 | — | |
| E2E JointConfigurations=ASRU SLU2021.02 | 99.13 | 86 | — | |
| E2E SLPConfigurations=one-step (SLU)2021.02 | 98.58 | — | — | |
| CascadedConfigurations=ASR → BERT2021.02 | 96.84 | 282 | — | |
| COCONUT+S-KDbuffer size=1%2023.10 | 77.57 | 1,847 | 74.01 | |
| COCONUTbuffer size=1%2023.10 | 77.09 | 1,905 | 73.8 | |
| S-KDbuffer size=1%2023.10 | 73.65 | 2,127 | 67.71 | |
| A-KDbuffer size=1%2023.10 | 73.54 | 2,036 | 67.05 | |
| ER iCaRLbuffer size=1%2023.10 | 69.76 | 2,322 | 64.12 | |
| T-KDbuffer size=1%2023.10 | 69.08 | 2,382 | 64.73 | |
| ER randbuffer size=1%2023.10 | 68.61 | 2,404 | 63.71 | |
| Fine-tuningcontinual learning=false2023.10 | 29.92 | 5,466 | 7.59 |