OOD Detection on General 300 samples (test)
3.2Latency (µs)GPT-4o
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| GPT-4oDim.=–2025.08 | 3.2 | — | |
| ODINDim.=D = 7682025.08 | 5.3 | 3 | |
| ϵ-ball / ϵ-cube / ϵ-rectDim.=m (typically ≤ 15)2025.08 | 17.7 | — | |
| LogReg / SVM / GMMDim.=m (tens–hundreds)2025.08 | 26.1 | — | |
| kNNDim.=D = 7682025.08 | 27.2 | — | |
| ViMDim.=D = 7682025.08 | 36.5 | — | |
| MahalanobisDim.=D = 7682025.08 | 684.2 | 2 |