Intent Detection on SNIPS Type 2 (test)
98.9AccuracyLLaMA2-FT+ALC
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| LLaMA2-FT+ALCCycle Number=22025.11 | 98.9 | 98.1 | |
| ID-ALCCycle Number=22025.11 | 98.8 | 95.7 | |
| LLaMA2-FT2025.11 | 97.1 | 97.1 | |
| ID + KMCycle Number=12025.11 | 95.3 | 93.2 | |
| ID + CLCycle Number=12025.11 | 94.9 | 92.5 | |
| ID + MVCycle Number=12025.11 | 91.9 | 91.5 | |
| Zero-Shot-OOD*2025.11 | 86.2 | 89.1 | |
| TARS2025.11 | 84.5 | 84.8 | |
| SEEN*2025.11 | 83.4 | 84.5 | |
| ChatGPT 3.5T-Pr2025.11 | 79.2 | 79 | |
| SENC-MaS*2025.11 | 78.5 | 82.1 | |
| ID + RACycle Number=12025.11 | 76.2 | 81.3 | |
| IFSTC2025.11 | 73.6 | 73.5 | |
| IDCycle Number=02025.11 | 71.1 | 80.6 | |
| SENNE*2025.11 | 56.1 | 61.5 |