Prompt Robustness Evaluation on CRC-100K
0.105Parameter VarianceGAUC
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| GAUCModel=Qwen, Shot=3-shot2026.05 | 0.105 | 0.095 | |
| GAUCModel=Qwen, Shot=1-shot2026.05 | 0.127 | 0.103 | |
| MIMICModel=Qwen, Shot=3-shot2026.05 | 0.163 | 0.107 | |
| MIMICModel=Qwen, Shot=1-shot2026.05 | 0.175 | 0.145 | |
| DRModel=Qwen, Shot=3-shot2026.05 | 0.19 | 0.12 | |
| GAUCModel=LLaVA, Shot=3-shot2026.05 | 0.19 | 0.13 | |
| kNNModel=Qwen, Shot=3-shot2026.05 | 0.197 | 0.125 | |
| MIMICModel=LLaVA, Shot=3-shot2026.05 | 0.197 | 0.147 | |
| DRModel=LLaVA, Shot=3-shot2026.05 | 0.2 | 0.19 | |
| kNNModel=Qwen, Shot=1-shot2026.05 | 0.207 | 0.183 | |
| GAUCModel=LLaVA, Shot=1-shot2026.05 | 0.207 | 0.163 | |
| DRModel=Qwen, Shot=1-shot2026.05 | 0.21 | 0.19 | |
| kNNModel=LLaVA, Shot=3-shot2026.05 | 0.213 | 0.175 | |
| DRModel=LLaVA, Shot=1-shot2026.05 | 0.215 | 0.223 | |
| MIMICModel=LLaVA, Shot=1-shot2026.05 | 0.22 | 0.187 | |
| kNNModel=LLaVA, Shot=1-shot2026.05 | 0.233 | 0.23 | |
| RandomModel=Qwen, Shot=3-shot2026.05 | 0.265 | 0.187 | |
| RandomModel=Qwen, Shot=1-shot2026.05 | 0.283 | 0.227 | |
| RandomModel=LLaVA, Shot=3-shot2026.05 | 0.297 | 0.213 | |
| RandomModel=LLaVA, Shot=1-shot2026.05 | 0.31 | 0.255 |