Multi-modal Hallucination Evaluation on AMBER
9.2CHAIR
Zero-shot
Updated 1mo ago
Evaluation Results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
2026.05 | 9.2 | - | 38.8 | - | - | - | - | - | - | - | - | |
2026.05 | 7.6 | - | 36 | 51.6 | 4 | - | - | - | - | - | - | |
2026.05 | 7.3 | - | 33.7 | 50.7 | 3.8 | - | - | - | - | - | - | |
2026.05 | 7.3 | - | 32 | 49.6 | 3.5 | - | - | - | - | - | - | |
2026.05 | 7.2 | - | 33.33 | - | - | - | - | - | - | - | - | |
2026.05 | 7.1 | - | 33.5 | - | - | - | - | - | - | - | - | |
2026.05 | 6.9 | - | 31.94 | - | - | - | - | - | - | - | - | |
2026.05 | 6.8 | - | 30.4 | 49.6 | 3.5 | - | - | - | - | - | - | |
| 6.74 | - | 29.87 | - | - | - | - | - | - | - | - | ||
2026.05 | 6.6 | - | 31.6 | 52.4 | 3 | - | - | - | - | - | - | |
2026.05 | 6.24 | - | 33.73 | - | - | - | - | - | - | - | - | |
2026.05 | 6.1 | - | 27.5 | 50.2 | 2.8 | - | - | - | - | - | - | |
2026.05 | 5.5 | - | 25.1 | 46.8 | 2.2 | - | - | - | - | - | - | |
2026.05 | 5.3 | - | 23.6 | 47.2 | 1.9 | - | - | - | - | - | - | |
2026.05 | 5.2 | - | 23.1 | 51.3 | 2.1 | - | - | - | - | - | - | |
2026.05 | 5.14 | - | 28.62 | - | - | - | - | - | - | - | - | |
2026.05 | 5.1 | - | 21.6 | 46.2 | 1.7 | - | - | - | - | - | - | |
2026.05 | 4.9 | - | 21.5 | 46.3 | 1.4 | - | - | - | - | - | - | |
2026.05 | 4.9 | - | 21.8 | 45.1 | 1.2 | - | - | - | - | - | - | |
2026.05 | 4.8 | - | 22 | 47.4 | 1.5 | - | - | - | - | - | - | |
2026.05 | 4.8 | - | 21.6 | 53.7 | 1.8 | - | - | - | - | - | - | |
2026.05 | 4.72 | - | 26.35 | - | - | - | - | - | - | - | - | |
2026.05 | 4.7 | - | 20.5 | 45.9 | 1.6 | - | - | - | - | - | - | |
2026.05 | 4.6 | - | 20.2 | 47.8 | 0.9 | - | - | - | - | - | - | |
2026.05 | 4.58 | - | 25.9 | - | - | - | - | - | - | - | - | |
2026.05 | 4.46 | - | 25.79 | - | - | - | - | - | - | - | - | |
2026.05 | 4.4 | - | 25.6 | - | - | - | - | - | - | - | - | |
| 4.23 | - | 25.07 | - | - | - | - | - | - | - | - | ||
2025.10 | - | 68.7 | - | - | - | - | - | - | - | - | - | |
2025.10 | - | 70.4 | - | - | - | - | - | - | - | - | - | |
2025.10 | - | 64.5 | - | - | - | - | - | - | - | - | - | |
2025.10 | - | 53.5 | - | - | - | - | - | - | - | - | - | |
2025.10 | - | 67.8 | - | - | - | - | - | - | - | - | - | |
2025.10 | - | 75.4 | - | - | - | - | - | - | - | - | - | |
2025.10 | - | 68.7 | - | - | - | - | - | - | - | - | - | |
2025.10 | - | 75.9 | - | - | - | - | - | - | - | - | - | |
2025.10 | - | 76.9 | - | - | - | - | - | - | - | - | - | |
2025.10 | - | 72.8 | - | - | - | - | - | - | - | - | - | |
2026.03 | - | 86.4 | - | - | - | - | - | - | - | - | - | |
2026.03 | - | 84.09 | - | - | - | - | - | - | - | - | - | |
2026.03 | - | 83.99 | - | - | - | - | - | - | - | - | - | |
2026.03 | - | 84.96 | - | - | - | - | - | - | - | - | - | |
2026.03 | - | 86 | - | - | - | - | - | - | - | - | - | |
2026.03 | - | 85.96 | - | - | - | - | - | - | - | - | - | |
2026.03 | - | 85.13 | - | - | - | - | - | - | - | - | - | |
2026.03 | - | 85.25 | - | - | - | - | - | - | - | - | - | |
2026.03 | - | 88.99 | - | - | - | - | - | - | - | - | - | |
2026.03 | - | 89.79 | - | - | - | - | - | - | - | - | - | |
2026.03 | - | 89.2 | - | - | - | - | - | - | - | - | - | |
2026.03 | - | 88.49 | - | - | - | - | - | - | - | - | - | |
| - | - | - | - | - | 79.97 | 89.03 | 74.51 | - | - | - | ||
2026.05 | - | - | - | - | - | 76.92 | 86.11 | 78.71 | - | - | - | |
2026.05 | - | - | - | - | - | 80.27 | 88.36 | 77.16 | - | - | - | |
2026.05 | - | - | - | - | - | 76.48 | 86.21 | 78.47 | - | - | - | |
2026.05 | - | - | - | - | - | 77.88 | 86.17 | 79.21 | - | - | - | |
2026.05 | - | - | - | - | - | 80.41 | 88.63 | 76.54 | - | - | - | |
2026.05 | - | - | - | - | - | 81.81 | 90.48 | 75.56 | - | - | - | |
2026.05 | - | - | - | - | - | 78.16 | 92.47 | 76.2 | - | - | - | |
2026.05 | - | - | - | - | - | 80.31 | 92.55 | 74.64 | - | - | - | |
2026.05 | - | - | - | - | - | 77.77 | 91.98 | 76.5 | - | - | - | |
2026.05 | - | - | - | - | - | 79.72 | 91.41 | 79.15 | - | - | - | |
2026.05 | - | - | - | - | - | 80.39 | 92.89 | 74.52 | - | - | - | |
2026.05 | - | - | - | - | - | 82.24 | 92.73 | 70.47 | - | - | - | |
2026.05 | - | - | - | - | - | 84.05 | 91.67 | 75.98 | - | - | - | |
2026.05 | - | - | - | - | - | 87.98 | 92.37 | 82.85 | - | - | - | |
2026.05 | - | - | - | - | - | 87.12 | 95.68 | 74.8 | - | - | - | |
2026.05 | - | - | - | - | - | 88.01 | 92.02 | 83.69 | - | - | - | |
2026.05 | - | - | - | - | - | 88.04 | 92.94 | 81.71 | - | - | - | |
2026.05 | - | - | - | - | - | 87.21 | 95.82 | 75.46 | - | - | - | |
2026.05 | - | - | - | - | - | 88.06 | 95.98 | 73.2 | - | - | - | |
2026.05 | - | - | - | - | - | 86.01 | 94.24 | 80.99 | - | - | - | |
2026.05 | - | - | - | - | - | 86.11 | 96.28 | 76.39 | - | - | - | |
2026.05 | - | - | - | - | - | 86.42 | 94.65 | 81.56 | - | - | - | |
2026.05 | - | - | - | - | - | 86.36 | 95.36 | 79.1 | - | - | - | |
2026.05 | - | - | - | - | - | 86.06 | 96.24 | 76.03 | - | - | - | |
2026.05 | - | - | - | - | - | 88 | 97.12 | 73.96 | - | - | - | |
2026.06 | - | - | - | - | - | 75.8 | - | 68.4 | 73.9 | 78.2 | 81.1 | |
2026.06 | - | - | - | - | - | 76.5 | - | 69.3 | 74.8 | 78.2 | 81.7 |