Token-level hallucination detection on HalLoc VQA
61Object PrecisionHalLocalizer
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| HalLocalizerLVLM Embedding=Intern VL2025.06 | 61 | 87 | 71 | 91 | 96 | 94 | 60 | 86 | 71 | 94 | 93 | 93 | |
| HalLocalizerLVLM Embedding=w/o Embedding2025.06 | 59 | 82 | 69 | 71 | 83 | 77 | 48 | 77 | 60 | 78 | 84 | 81 | |
| HalLocalizerLVLM Embedding=LLaVA2025.06 | 57 | 87 | 69 | 87 | 95 | 90 | 54 | 83 | 66 | 94 | 85 | 89 | |
| HalLocalizerLVLM Embedding=MiniGPT42025.06 | 54 | 87 | 67 | 83 | 91 | 87 | 53 | 82 | 64 | 86 | 75 | 80 | |
| HalLocalizerLVLM Embedding=InstructBLIP2025.06 | 54 | 74 | 62 | 63 | 78 | 69 | 42 | 83 | 56 | 90 | 80 | 84 | |
| Always 12025.06 | 28 | 100 | 44 | 28 | 100 | 44 | 28 | 100 | 44 | 6 | 100 | 12 | |
| CHAIR2025.06 | 27 | 15 | 19 | — | — | — | — | — | — | — | — | — |