Token-level hallucination detection on HalLoc Instruct
94Object PrecisionHalLocalizer
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| HalLocalizerLVLM Embedding=w/o Embedding2025.06 | 94 | 73 | 82 | 94 | 99 | 97 | 75 | 92 | 83 | 93 | 94 | 94 | |
| HalLocalizerLVLM Embedding=MiniGPT42025.06 | 89 | 68 | 77 | 90 | 95 | 92 | 68 | 81 | 74 | 91 | 96 | 93 | |
| HalLocalizerLVLM Embedding=Intern VL2025.06 | 89 | 71 | 79 | 94 | 96 | 95 | 75 | 95 | 84 | 94 | 93 | 94 | |
| HalLocalizerLVLM Embedding=InstructBLIP2025.06 | 88 | 70 | 78 | 91 | 95 | 93 | 73 | 90 | 81 | 91 | 95 | 93 | |
| HalLocalizerLVLM Embedding=LLaVA2025.06 | 87 | 72 | 79 | 93 | 95 | 94 | 75 | 89 | 81 | 96 | 93 | 94 | |
| CHAIR2025.06 | 15 | 12 | 13 | — | — | — | — | — | — | — | — | — | |
| Always 12025.06 | 4 | 100 | 7 | 8 | 100 | 15 | 14 | 100 | 26 | 1 | 100 | 2 |