Intent Classification on Clinc150 cross-domain
93.5Average AccuracyLDS-PN
Evaluation Results
| Method | Links | |
|---|---|---|
| LDS-PNN-way=10-way, K-shot=5-shot2026.02 | 93.5 | |
| ContrastNetN-way=10-way, K-shot=5-shot2026.02 | 93.1 | |
| LDS-PNN-way=10-way, K-shot=1-shot2026.02 | 93.1 | |
| ProtoVerbN-way=10-way, K-shot=5-shot2026.02 | 92.4 | |
| LDS-PNN-way=15-way, K-shot=5-shot2026.02 | 92.2 | |
| LDS-PNN-way=15-way, K-shot=1-shot2026.02 | 91.3 | |
| ContrastNetN-way=15-way, K-shot=5-shot2026.02 | 90.7 | |
| ProtoVerbN-way=15-way, K-shot=5-shot2026.02 | 90 | |
| TARTN-way=10-way, K-shot=5-shot2026.02 | 88.9 | |
| LaSAMLN-way=10-way, K-shot=5-shot2026.02 | 88.3 | |
| AMGSN-way=10-way, K-shot=5-shot2026.02 | 88.3 | |
| DCCLN-way=10-way, K-shot=5-shot2026.02 | 88.3 | |
| ProtoVerbN-way=10-way, K-shot=1-shot2026.02 | 87.6 | |
| MLADAN-way=10-way, K-shot=5-shot2026.02 | 85.5 | |
| TARTN-way=15-way, K-shot=5-shot2026.02 | 85.2 | |
| LaSAMLN-way=15-way, K-shot=5-shot2026.02 | 84.9 | |
| ProtoVerbN-way=15-way, K-shot=1-shot2026.02 | 84.4 | |
| DCCLN-way=15-way, K-shot=5-shot2026.02 | 84.2 | |
| AMGSN-way=15-way, K-shot=5-shot2026.02 | 84.1 | |
| ContrastNetN-way=10-way, K-shot=1-shot2026.02 | 81.9 | |
| DS-FSLN-way=15-way, K-shot=5-shot2026.02 | 79.7 | |
| DS-FSLN-way=10-way, K-shot=5-shot2026.02 | 78.8 | |
| MLADAN-way=15-way, K-shot=5-shot2026.02 | 77.8 | |
| LaSAMLN-way=10-way, K-shot=1-shot2026.02 | 77.6 | |
| ContrastNetN-way=15-way, K-shot=1-shot2026.02 | 75.2 | |
| LaSAMLN-way=15-way, K-shot=1-shot2026.02 | 72.5 | |
| TARTN-way=10-way, K-shot=1-shot2026.02 | 72.4 | |
| AMGSN-way=10-way, K-shot=1-shot2026.02 | 69.2 | |
| TARTN-way=15-way, K-shot=1-shot2026.02 | 67.5 | |
| MLADAN-way=10-way, K-shot=1-shot2026.02 | 65.3 | |
| AMGSN-way=15-way, K-shot=1-shot2026.02 | 62.1 | |
| PNN-way=10-way, K-shot=5-shot2026.02 | 57.7 | |
| DS-FSLN-way=10-way, K-shot=1-shot2026.02 | 55.6 | |
| DS-FSLN-way=15-way, K-shot=1-shot2026.02 | 53.4 | |
| MLADAN-way=15-way, K-shot=1-shot2026.02 | 51.8 | |
| PNN-way=15-way, K-shot=5-shot2026.02 | 48.3 | |
| PNN-way=10-way, K-shot=1-shot2026.02 | 42.6 | |
| PNN-way=15-way, K-shot=1-shot2026.02 | 34.2 |