Intent Prediction on FSC
99.2AccuracyReptile
Evaluation results
| Method | Links | |
|---|---|---|
| Reptilepre-training=true2020.08 | 99.2 | |
| SotApre-training=true2020.08 | 99.1 | |
| Reptilepre-training=false2020.08 | 98.8 | |
| Base (Adam)pre-training=true2020.08 | 98.7 | |
| SotApre-training=false2020.08 | 98.6 | |
| Base (Adam)pre-training=false2020.08 | 98.3 | |
| ConformerAdapter Configuration=Pfeiffer, Parameters (M)=0.272026.06 | 96.49 | |
| ConformerAdapter Configuration=Houlsby, Parameters (M)=0.542026.06 | 96.46 | |
| MambAdapterAdapter Configuration=Houlsby, Parameters (M)=0.112026.06 | 95.85 | |
| MambAdapterAdapter Configuration=Pfeiffer, Parameters (M)=0.062026.06 | 94.98 | |
| FFTParameters (M)=852026.06 | 93.29 | |
| BottleneckAdapter Configuration=Houlsby, Parameters (M)=0.492026.06 | 76.67 | |
| LoRAParameters (M)=0.262026.06 | 76 | |
| BottleneckAdapter Configuration=Pfeiffer, Parameters (M)=0.252026.06 | 72.58 | |
| DPTParameters (M)=0.272026.06 | 68.6 | |
| BitFitParameters (M)=0.122026.06 | 63.85 | |
| Pref-TParameters (M)=0.262026.06 | 55.75 |