Visual Attribution-based Hallucination Repair on RePOPE
96Repair RateTRACE Direct
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| TRACE DirectModel=LLaVA-v1.5-7B, Protocol=single point2026.07 | 96 | 288 | 12 | 13.4 | 22.3 | |
| TRACE DirectModel=Qwen2.5-VL-3B, Protocol=single point2026.07 | 94.44 | 255 | 15 | 7.2 | 15.8 | |
| COPAIR DirectModel=Qwen2.5-VL-3B, Protocol=single point2026.07 | 84.44 | 228 | 42 | 7.2 | 12.7 | |
| COPAIR DirectModel=LLaVA-v1.5-7B, Protocol=single point2026.07 | 82.67 | 248 | 52 | 13.4 | 17 | |
| IGOS++Model=Qwen2.5-VL-3B, Protocol=full curve2026.07 | 72.59 | 196 | 74 | 35.2 | 22 | |
| IGOS++Model=LLaVA-v1.5-7B, Protocol=full curve2026.07 | 70.33 | 211 | 89 | 93.9 | 22.5 | |
| LLaVA-CAMModel=Qwen2.5-VL-3B, Protocol=full curve2026.07 | 69.63 | 188 | 82 | 27.1 | 11.3 | |
| LLaVA-CAMModel=LLaVA-v1.5-7B, Protocol=full curve2026.07 | 68.33 | 205 | 95 | 37.1 | 15.4 |