Hallucination Attribution on RePOPE
80.55Insertion ScoreGreedy (G)
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Greedy (G)Model=Qwen2.5-VL-3B2026.07 | 80.55 | 12.84 | 92.45 | 4.09 | |
| TRACE+GModel=Qwen2.5-VL-3B2026.07 | 80.45 | 13.22 | 92.73 | 3.88 | |
| COPAIR+GModel=Qwen2.5-VL-3B2026.07 | 80.28 | 13.02 | 92.29 | 4.01 | |
| TRACE+GModel=LLaVA-v1.5-7B2026.07 | 78.59 | 15.89 | 90.82 | 3.99 | |
| COPAIR+PWModel=Qwen2.5-VL-3B2026.07 | 78.2 | 14.58 | 91.48 | 2.05 | |
| TRACE+PWModel=Qwen2.5-VL-3B2026.07 | 78.1 | 14.97 | 91.79 | 1.93 | |
| PhaseWin (PW)Model=Qwen2.5-VL-3B2026.07 | 77.83 | 14.24 | 91.22 | 2.06 | |
| COPAIR+GModel=LLaVA-v1.5-7B2026.07 | 77.79 | 16.06 | 90.42 | 4.16 | |
| Greedy (G)Model=LLaVA-v1.5-7B2026.07 | 76.83 | 16.03 | 89.82 | 4.24 | |
| TRACE+PWModel=LLaVA-v1.5-7B2026.07 | 76.2 | 17.21 | 89.59 | 1.46 | |
| COPAIR+PWModel=LLaVA-v1.5-7B2026.07 | 75.53 | 17.19 | 89.25 | 1.64 | |
| PhaseWin (PW)Model=LLaVA-v1.5-7B2026.07 | 74.87 | 17.19 | 88.93 | 1.71 | |
| LLaVA-CAMModel=Qwen2.5-VL-3B2026.07 | 37.45 | 39.19 | 68.73 | — | |
| IGOS++Model=Qwen2.5-VL-3B2026.07 | 37.21 | 38.74 | 69.16 | — | |
| LLaVA-CAMModel=LLaVA-v1.5-7B2026.07 | 36.97 | 36.28 | 67.37 | — | |
| IGOS++Model=LLaVA-v1.5-7B2026.07 | 35.92 | 37.84 | 68.15 | — |