Intent Detection on SNIPS Type 3 (test)
96.2AccuracyID-ALC
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ID-ALCCycle Number=22025.11 | 96.2 | 94.8 | |
| ID + CLCycle Number=12025.11 | 95.9 | 94.2 | |
| ID + KMCycle Number=12025.11 | 92.4 | 91.1 | |
| LLaMA2-FT+ALCCycle Number=22025.11 | 92.2 | 93.4 | |
| SEEN*2025.11 | 91.3 | 92.7 | |
| LLaMA2-FT2025.11 | 90.6 | 90.3 | |
| Zero-Shot-OOD*2025.11 | 90.4 | 93.1 | |
| ID + MVCycle Number=12025.11 | 90.2 | 90 | |
| SENC-MaS*2025.11 | 86.9 | 83.7 | |
| TARS2025.11 | 76.2 | 80.2 | |
| ID + RACycle Number=12025.11 | 74.7 | 78.1 | |
| IDCycle Number=02025.11 | 70.8 | 78.3 | |
| IFSTC2025.11 | 68.5 | 69.2 | |
| ChatGPT 3.5T-Pr2025.11 | 59.9 | 61.4 | |
| SENNE*2025.11 | 51.6 | 54.8 |