Object Hallucination Detection on CLEVR
77.72AUROCInsLen
Evaluation results
| Method | Links | ||
|---|---|---|---|
| InsLenModel Architecture=Qwen3-VL-8B2026.05 | 77.72 | 98.95 | |
| InsLenModel Architecture=LLaVA-OneVision1.5-8B2026.05 | 75.52 | 99.84 | |
| InsLenModel Architecture=mPLUG-Owl3-8B2026.05 | 74.01 | 95.74 | |
| SVARModel Architecture=Qwen3-VL-8B2026.05 | 73.01 | 98.61 | |
| EntropyModel Architecture=Qwen3-VL-8B2026.05 | 72.67 | 97.11 | |
| SVARModel Architecture=mPLUG-Owl3-8B2026.05 | 70.71 | 93.25 | |
| GLSIMModel Architecture=LLaVA-OneVision1.5-8B2026.05 | 70.26 | 99.52 | |
| GLSIMModel Architecture=mPLUG-Owl3-8B2026.05 | 68.47 | 94.63 | |
| Contextual LensModel Architecture=mPLUG-Owl3-8B2026.05 | 65.62 | 93.36 | |
| NLLModel Architecture=mPLUG-Owl3-8B2026.05 | 64.34 | 93.25 | |
| EntropyModel Architecture=LLaVA-OneVision1.5-8B2026.05 | 64 | 98.73 | |
| NLLModel Architecture=LLaVA-OneVision1.5-8B2026.05 | 63.9 | 99.61 | |
| EntropyModel Architecture=mPLUG-Owl3-8B2026.05 | 63.01 | 91.75 | |
| GLSIMModel Architecture=Qwen3-VL-8B2026.05 | 62.71 | 97.95 | |
| InsLenModel Architecture=LLaVA-1.5-7B2026.05 | 62.34 | 55.37 | |
| SVARModel Architecture=InstructBLIP-7B2026.05 | 62.09 | 50.95 | |
| InsLenModel Architecture=InstructBLIP-7B2026.05 | 61.32 | 50.76 | |
| EntropyModel Architecture=InstructBLIP-7B2026.05 | 60.93 | 50.42 | |
| NLLModel Architecture=Qwen3-VL-8B2026.05 | 58.25 | 97.11 | |
| Contextual LensModel Architecture=Qwen3-VL-8B2026.05 | 56.89 | 97.88 | |
| Internal Conf.Model Architecture=Qwen3-VL-8B2026.05 | 56.11 | 97.92 | |
| Internal Conf.Model Architecture=mPLUG-Owl3-8B2026.05 | 53.76 | 90.28 | |
| Contextual LensModel Architecture=LLaVA-OneVision1.5-8B2026.05 | 52.39 | 99.48 | |
| EntropyModel Architecture=LLaVA-1.5-7B2026.05 | 51.92 | 48.21 | |
| Internal Conf.Model Architecture=LLaVA-OneVision1.5-8B2026.05 | 51.79 | 99.4 | |
| SVARModel Architecture=LLaVA-OneVision1.5-8B2026.05 | 51.23 | 99.46 | |
| SVARModel Architecture=LLaVA-1.5-7B2026.05 | 50.82 | 44.22 | |
| NLLModel Architecture=LLaVA-1.5-7B2026.05 | 50.58 | 46.02 | |
| GLSIMModel Architecture=LLaVA-1.5-7B2026.05 | 50.31 | 49.81 | |
| NLLModel Architecture=InstructBLIP-7B2026.05 | 49.39 | 32.66 | |
| Contextual LensModel Architecture=LLaVA-1.5-7B2026.05 | 49.32 | 45.26 | |
| GLSIMModel Architecture=InstructBLIP-7B2026.05 | 48.61 | 36.88 | |
| Contextual LensModel Architecture=InstructBLIP-7B2026.05 | 47.68 | 35.14 | |
| Internal Conf.Model Architecture=InstructBLIP-7B2026.05 | 47.18 | 35.14 | |
| Internal Conf.Model Architecture=LLaVA-1.5-7B2026.05 | 41.72 | 38.72 |