Hallucination Detection on MMEvalPro perception
98.6F1 (Faithful)Auxiliary Model
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Auxiliary ModelEvaluated Model=ThinkLite-VL (7B), Detector Model=Claude 3.72025.12 | 98.6 | 97.8 | |
| HaloScopeEvaluated Model=ThinkLite-VL (7B)2025.12 | 91.5 | 14.9 | |
| PromptingEvaluated Model=ThinkLite-VL (7B)2025.12 | 84.8 | 30.8 | |
| SAPLMAEvaluated Model=ThinkLite-VL (7B)2025.12 | 74.9 | 25.4 | |
| kNNEvaluated Model=ThinkLite-VL (7B)2025.12 | 67.5 | 8.9 |