Intent Classification on MTOP
12.04Max RatioLAFT-URIEL
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| LAFT-URIELStrategy=Language-Aware Fine-Tuning with URIEL features2022.09 | 12.04 | — | 20.82 | — | — | |
| LAFTStrategy=Language-Aware Fine-Tuning2022.09 | 9.65 | — | 17.64 | — | — | |
| SFTStrategy=Sparse Fine-Tuning2022.09 | 2.73 | — | 2.62 | — | — | |
| FFTStrategy=Full Fine-Tuning2022.09 | 1.19 | — | 0.82 | — | — | |
| FFTFine-tuning strategy=Full Fine-Tuning, Stage=After inception2022.09 | — | 96.71 | — | — | — | |
| FFTTrajectory=L2H2022.09 | — | — | — | 0.378 | 3 | |
| FFTTrajectory=H2L2022.09 | — | — | — | 0.283 | 3 | |
| LAFTFine-tuning strategy=Language-Agnostic Fine-Tuning, Stage=After inception2022.09 | — | 97.08 | — | — | — | |
| LAFT-URIELTrajectory=L2H2022.09 | — | — | — | 0.21 | 4 | |
| LAFT-URIELTrajectory=H2L2022.09 | — | — | — | 0.192 | 4 | |
| SFTFine-tuning strategy=Sequential Fine-Tuning, Stage=After inception2022.09 | — | 97.06 | — | — | — |