| prompt-engineering-on-stanford-cars | MMRL + SpecPL | #3 | Harmonic mean: 78.71 |
| prompt-engineering-on-stanford-cars | MaPLe + SpecPL | #21 | Harmonic mean: 74.49 |
| prompt-engineering-on-stanford-cars | CoCoOp + SpecPL | #23 | Harmonic mean: 73.52 |
| prompt-engineering-on-stanford-cars | CoOp + SpecPL | #26 | Harmonic mean: 73.06 |
| prompt-engineering-on-fgvc-aircraft | MMRL + SpecPL | #5 | Harmonic mean: 41.58 |
| prompt-engineering-on-fgvc-aircraft | CoCoOp + SpecPL | #20 | Harmonic mean: 37.74 |
| prompt-engineering-on-fgvc-aircraft | MaPLe + SpecPL | #21 | Harmonic mean: 37.64 |
| prompt-engineering-on-fgvc-aircraft | CoOp + SpecPL | #25 | Harmonic mean: 35.98 |
| prompt-engineering-on-imagenet | MMRL + SpecPL | #5 | Harmonic mean: 74.63 |
| prompt-engineering-on-imagenet | CoOp + SpecPL | #21 | Harmonic mean: 73.34 |
| prompt-engineering-on-imagenet | MaPLe + SpecPL | #23 | Harmonic mean: 72.97 |
| prompt-engineering-on-imagenet | CoCoOp + SpecPL | #26 | Harmonic mean: 72.52 |
| prompt-engineering-on-dtd | MMRL + SpecPL | #6 | Harmonic mean: 74.32 |
| prompt-engineering-on-dtd | MaPLe + SpecPL | #19 | Harmonic mean: 69.86 |
| prompt-engineering-on-dtd | CoCoOp + SpecPL | #26 | Harmonic mean: 65.82 |
| prompt-engineering-on-dtd | CoOp + SpecPL | #28 | Harmonic mean: 64.06 |
| prompt-engineering-on-sun397 | MMRL + SpecPL | #6 | Harmonic mean: 81.28 |
| prompt-engineering-on-sun397 | MaPLe + SpecPL | #20 | Harmonic mean: 79.28 |
| prompt-engineering-on-sun397 | CoCoOp + SpecPL | #26 | Harmonic mean: 77.80 |
| prompt-engineering-on-sun397 | CoOp + SpecPL | #27 | Harmonic mean: 75.17 |
| prompt-engineering-on-caltech-101 | MMRL + SpecPL | #8 | Harmonic mean: 96.71 |
| prompt-engineering-on-caltech-101 | MaPLe + SpecPL | #11 | Harmonic mean: 96.60 |
| prompt-engineering-on-caltech-101 | CoCoOp + SpecPL | #21 | Harmonic mean: 96.19 |
| prompt-engineering-on-caltech-101 | CoOp + SpecPL | #29 | Harmonic mean: 95.31 |
| prompt-engineering-on-eurosat | MMRL + SpecPL | #8 | Harmonic mean: 87.87 |
| prompt-engineering-on-eurosat | MaPLe + SpecPL | #11 | Harmonic mean: 86.12 |
| prompt-engineering-on-eurosat | CoCoOp + SpecPL | #21 | Harmonic mean: 82.09 |
| prompt-engineering-on-eurosat | CoOp + SpecPL | #25 | Harmonic mean: 73.83 |
| prompt-engineering-on-oxford-102-flower | MMRL + SpecPL | #9 | Harmonic mean: 86.67 |
| prompt-engineering-on-oxford-102-flower | MaPLe + SpecPL | #21 | Harmonic mean: 83.81 |
| prompt-engineering-on-oxford-102-flower | CoOp + SpecPL | #25 | Harmonic mean: 82.14 |
| prompt-engineering-on-oxford-102-flower | CoCoOp + SpecPL | #26 | Harmonic mean: 81.80 |
| prompt-engineering-on-oxford-iiit-pet-dataset | MaPLe + SpecPL | #9 | Harmonic mean: 96.81 |
| prompt-engineering-on-oxford-iiit-pet-dataset | MMRL + SpecPL | #10 | Harmonic mean: 96.80 |
| prompt-engineering-on-oxford-iiit-pet-dataset | CoCoOp + SpecPL | #18 | Harmonic mean: 96.45 |
| prompt-engineering-on-oxford-iiit-pet-dataset | CoOp + SpecPL | #26 | Harmonic mean: 95.79 |