Intent Classification on FSC (test)
99.7AccuracyVQ-BERT + DS2 + PT-KD + FT-KD + AM-PT + DA
Evaluation results
| Method | Links | |
|---|---|---|
| VQ-BERT + DS2 + PT-KD + FT-KD + AM-PT + DATraining data=Full2020.10 | 99.7 | |
| SOTA (Topline)Language=En, Number of Classes=242023.03 | 99.7 | |
| VQ-BERT + DS2 + PT-KD + FT-KDTraining data=Full2020.10 | 99.6 | |
| VQ-BERT + DS2 + PT-KD + FT-KD + AM-PTTraining data=Full2020.10 | 99.6 | |
| Price [17] + DA + AM-PT + DATraining data=Full2020.10 | 99.5 | |
| VQ-BERT + DS2 + PT-KD + FT-KD + AM-PT + DATraining data=10%2020.10 | 99.5 | |
| Price [17] + DATraining data=Full2020.10 | 99.4 | |
| Price [17] + DA + AM-PTTraining data=Full2020.10 | 99.3 | |
| VQ-BERT + DS2 + PT-KD + FT-KD + AM-PTTraining data=10%2020.10 | 99.3 | |
| VQ-BERT + DS2 + PT-KD + FT-KDTraining data=10%2020.10 | 99.2 | |
| Price [17]Training data=Full2020.10 | 99.1 | |
| Lugosh et al. [6] + FT-KD [13]Training data=Full2020.10 | 99 | |
| VQ-BERT + DS2 + PT-KDTraining data=Full2020.10 | 99 | |
| VQ-BERT + DS2Training data=Full2020.10 | 98.9 | |
| Lugosh et al. [6] + AM-PTTraining data=Full2020.10 | 98.8 | |
| VQ-BERT + DS2 + PT-KDTraining data=10%2020.10 | 98.5 | |
| SpeechPrompt v2 (pGSLM+)Language=En, Backbone=pGSLM, Learnable Verbalizer=true2023.03 | 98.2 | |
| Lugosh et al. [6] + FT-KD [13]Training data=10%2020.10 | 98.1 | |
| SpeechPrompt v2 (pGSLM)Language=En, Backbone=pGSLM, Learnable Verbalizer=false2023.03 | 98.1 | |
| Lugosh et al. [6] + AM-PTTraining data=10%2020.10 | 97.9 | |
| SpeechPrompt v2 (GSLM+)Language=En, Backbone=GSLM, Learnable Verbalizer=true2023.03 | 97.3 | |
| SpeechPrompt v2 (GSLM)Language=En, Backbone=GSLM, Learnable Verbalizer=false2023.03 | 97.2 | |
| VQ-BERT + DS2Training data=10%2020.10 | 97 | |
| Lugosh et al. [6]Training data=Full2020.10 | 96.6 | |
| Lugosh et al. [6]Training data=10%2020.10 | 88.9 |