Intent Detection on SNIPS Type 1 (test)
98.6AccuracyID-ALC
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ID-ALCCycle Number=22025.11 | 98.6 | 95.9 | |
| ID + KMCycle Number=12025.11 | 96.3 | 94.8 | |
| ID + MVCycle Number=12025.11 | 93.6 | 89.9 | |
| ID + CLCycle Number=12025.11 | 93.1 | 91.1 | |
| LLaMA2-FT+ALCCycle Number=22025.11 | 86.7 | 87.2 | |
| Zero-Shot-OOD*2025.11 | 85.7 | 83.2 | |
| LLaMA2-FT2025.11 | 84 | 82.8 | |
| SEEN*2025.11 | 82.6 | 81.4 | |
| SENC-MaS*2025.11 | 80.7 | 78.3 | |
| IDCycle Number=02025.11 | 79.4 | 81.6 | |
| TARS2025.11 | 78.1 | 78.3 | |
| ChatGPT 3.5T-Pr2025.11 | 73.3 | 76.3 | |
| ID + RACycle Number=12025.11 | 70.4 | 76.6 | |
| IFSTC2025.11 | 69.1 | 7.6 | |
| SENNE*2025.11 | 50.4 | 51.1 |