Classification on Average
87.41Base ScoreCAPT
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CAPTShots=16-shot2026.03 | 87.41 | 80.9 | 83.9 | |
| PromptKDShots=16-shot2026.03 | 86.96 | 80.73 | 83.73 | |
| MMRL + AmPLereproduction=false2025.12 | 86.35 | 79.08 | 82.56 | |
| MMRLreproduction=false2025.12 | 85.68 | 77.16 | 81.2 | |
| MMRLreproduction=true2025.12 | 85.68 | 76.78 | 80.99 | |
| SpotlighterShots=16-shot2026.03 | 85.65 | 80.46 | 82.89 | |
| 2SFSShots=16-shot2026.03 | 85.55 | 75.48 | 80.2 | |
| TACShots=16-shot2026.03 | 85.42 | 77.6 | 81.24 | |
| AttriPromptreproduction=false2025.12 | 84.88 | 77.63 | 81.09 | |
| TAPShots=16-shot2026.03 | 84.75 | 77.63 | 81.04 | |
| MMA + AmPLereproduction=false2025.12 | 84.49 | 77.99 | 81.11 | |
| LwEIBShots=16-shot2026.03 | 84.45 | 78.21 | 81.21 | |
| MaPLe + AmPLereproduction=false2025.12 | 83.85 | 77 | 80.28 | |
| MMAreproduction=false2025.12 | 83.2 | 76.94 | 79.95 | |
| MMAreproduction=true2025.12 | 83.16 | 76.78 | 79.85 | |
| CoOpreproduction=false2025.12 | 82.69 | 63.22 | 71.66 | |
| CoOpShots=16-shot2026.03 | 82.69 | 63.22 | 71.66 | |
| MaPLereproduction=false2025.12 | 82.28 | 75.14 | 78.55 | |
| MaPLeShots=16-shot2026.03 | 82.28 | 75.14 | 78.55 | |
| MaPLereproduction=true2025.12 | 82.23 | 74.82 | 78.35 | |
| CoCoOpreproduction=false2025.12 | 80.47 | 71.69 | 75.83 | |
| IPOreproduction=false2025.12 | 79.92 | 80.51 | 80.21 | |
| DiMPLereproduction=false2025.12 | 76.09 | 73.35 | 74.7 | |
| CLIPreproduction=false2025.12 | 69.34 | 74.22 | 71.7 |