Hallucination Interpretation on RePOPE
91.14InsertionEAGLE
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| EAGLEMLLM=InternVL3.5 4B, GPU Memory=12.31 GB2025.09 | 91.14 | 4.4 | 99.41 | 6.76 | 80 | |
| EAGLEMLLM=Qwen2.5-VL 7B, GPU Memory=18.26 GB2025.09 | 79.87 | 3.31 | 93.81 | 14.42 | 73.94 | |
| EAGLEMLLM=Qwen2.5-VL 3B, GPU Memory=9.20 GB2025.09 | 75.68 | 16.1 | 87.17 | 8.49 | 80.41 | |
| EAGLEMLLM=LLaVA-1.5 7B, GPU Memory=16.04 GB2025.09 | 69.99 | 26.52 | 78.77 | 8.44 | 77.5 | |
| iGOS++ (w/ GNC)MLLM=LLaVA-1.5 7B, GPU Memory=93.88 GB2025.09 | 42.32 | 41.82 | 67.94 | 47.7 | 37.5 | |
| TAMMLLM=LLaVA-1.5 7B, GPU Memory=16.59 GB2025.09 | 41.68 | 41.66 | 67.05 | 58.26 | 18.75 | |
| LLaVA-CAMMLLM=LLaVA-1.5 7B, GPU Memory=37.07 GB2025.09 | 40.95 | 41.91 | 65.96 | 56.13 | 19.7 | |
| LLaVA-CAMMLLM=InternVL3.5 4B, GPU Memory=87.93 GB2025.09 | 40.79 | 37.33 | 92.96 | 40.78 | 36.43 | |
| iGOS++ (w/ GNC)MLLM=Qwen2.5-VL 3B, GPU Memory=35.16 GB2025.09 | 40.56 | 44.71 | 72.35 | 44.61 | 37.57 | |
| LLaVA-CAMMLLM=Qwen2.5-VL 3B, GPU Memory=27.10 GB2025.09 | 39.94 | 37.83 | 69.92 | 45.55 | 42.21 | |
| TAMMLLM=Qwen2.5-VL 3B, GPU Memory=9.66 GB2025.09 | 39.05 | 40.9 | 69 | 47.47 | 29.75 | |
| TAMMLLM=InternVL3.5 4B, GPU Memory=14.04 GB2025.09 | 37.94 | 42.21 | 91.15 | 48.01 | 28.57 | |
| iGOS++ (w/ GNC)MLLM=InternVL3.5 4B, GPU Memory=66.26 GB2025.09 | 36.51 | 45.56 | 93.93 | 42.99 | 38.76 | |
| iGOS++ (w/ GNC)MLLM=Qwen2.5-VL 7B, GPU Memory=70.86 GB2025.09 | 30.17 | 33.3 | 71.25 | 53.57 | 32.41 | |
| TAMMLLM=Qwen2.5-VL 7B, GPU Memory=18.57 GB2025.09 | 27.17 | 31.77 | 67.92 | 58.44 | 22.45 | |
| LLaVA-CAMMLLM=Qwen2.5-VL 7B, GPU Memory=45.05 GB2025.09 | 24.44 | 29.01 | 58.98 | 66.2 | 35.37 |