Object Hallucination Evaluation on MHumanEval
56Hallucination Rate (%)CAST
Evaluation results
| Method | Links | |
|---|---|---|
| CASTModel=Qwen-VL-Chat2026.05 | 56 | |
| PAIModel=Qwen-VL-Chat2026.05 | 56.7 | |
| VTIModel=Qwen-VL-Chat2026.05 | 57.4 | |
| OPERAModel=Qwen-VL-Chat2026.05 | 58.2 | |
| RegularModel=Qwen-VL-Chat2026.05 | 61 | |
| VCDModel=Qwen-VL-Chat2026.05 | 61.5 | |
| CASTModel=LLaVA-1.5-7b2026.05 | 61.5 | |
| PAIModel=LLaVA-1.5-7b2026.05 | 62.5 | |
| OPERAModel=LLaVA-1.5-7b2026.05 | 63 | |
| VTIModel=LLaVA-1.5-7b2026.05 | 63.4 | |
| VCDModel=LLaVA-1.5-7b2026.05 | 66.7 | |
| RegularModel=LLaVA-1.5-7b2026.05 | 67.1 |