Hallucination Attribution on POPE
93.53Ins ScoreTRACE+G
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| TRACE+GModel=Qwen2.5-VL-3B2026.07 | 93.53 | 36.74 | 97.58 | 3.98 | |
| COPAIR+GModel=Qwen2.5-VL-3B2026.07 | 93.47 | 36.93 | 97.63 | 4.09 | |
| COPAIR+PWModel=Qwen2.5-VL-3B2026.07 | 93.08 | 41.88 | 97.42 | 2.21 | |
| Greedy (G)Model=Qwen2.5-VL-3B2026.07 | 93.05 | 37.07 | 97.5 | 4.15 | |
| TRACE+PWModel=Qwen2.5-VL-3B2026.07 | 92.99 | 42.13 | 97.48 | 2.1 | |
| PhaseWin (PW)Model=Qwen2.5-VL-3B2026.07 | 92.53 | 41.59 | 97.35 | 2.24 | |
| TRACE+GModel=LLaVA-v1.5-7B2026.07 | 91.65 | 46.93 | 94.99 | 4.1 | |
| COPAIR+GModel=LLaVA-v1.5-7B2026.07 | 91.61 | 47.38 | 94.95 | 4.22 | |
| Greedy (G)Model=LLaVA-v1.5-7B2026.07 | 91.52 | 48.41 | 94.84 | 4.25 | |
| COPAIR+PWModel=LLaVA-v1.5-7B2026.07 | 91.04 | 52.26 | 94.66 | 1.54 | |
| TRACE+PWModel=LLaVA-v1.5-7B2026.07 | 91.02 | 52.16 | 94.81 | 1.43 | |
| PhaseWin (PW)Model=LLaVA-v1.5-7B2026.07 | 90.9 | 52.54 | 94.66 | 1.54 | |
| IGOS++Model=LLaVA-v1.5-7B2026.07 | 78.79 | 75.94 | 92.77 | — | |
| IGOS++Model=Qwen2.5-VL-3B2026.07 | 77.54 | 75.42 | 95.04 | — | |
| LLaVA-CAMModel=Qwen2.5-VL-3B2026.07 | 76.52 | 77.36 | 95.06 | — | |
| LLaVA-CAMModel=LLaVA-v1.5-7B2026.07 | 75.63 | 77.35 | 92.7 | — |