Hallucination Evaluation on MME Hallucination
195Existence ScoreDAC
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| DACDecoding strategy=greedy decoding2025.02 | 195 | 158.33 | 133.33 | 170 | 656.67 | |
| AGLABackbone=LLaVA-1.5-7B, Evaluation Protocol=zero-shot2026.04 | 195 | 153.9 | 129.4 | 161.7 | 640 | |
| ACTBackbone=LLaVA-1.5-7B, Evaluation Protocol=zero-shot2026.04 | 195 | 153.3 | 150 | 170 | 668.3 | |
| TAMEBackbone=LLaVA-1.5-7B, Evaluation Protocol=zero-shot2026.04 | 193 | 137.3 | 139 | 164.7 | 634 | |
| ONLYBackbone=LLaVA-1.5-7B, Evaluation Protocol=zero-shot2026.04 | 191.7 | 145.6 | 136.7 | 161.7 | 635.6 | |
| CMACBackbone=LLaVA1.5, Decoding=Ours2025.01 | 191.25 | 135.41 | 123.33 | 162.5 | 612.49 | |
| CoFi-DecBackbone=LLaVA-1.52025.12 | 190.26 | 144.43 | 133.71 | 165.62 | 627.39 | |
| SIDDecoding strategy=greedy decoding2025.02 | 190 | 148.33 | 128.33 | 175 | 641.66 | |
| CCADecoding strategy=greedy decoding2025.02 | 190 | 148.33 | 128.33 | 175 | 641.66 | |
| HALCBackbone=LLaVA-1.5-7B, Evaluation Protocol=zero-shot2026.04 | 190 | 143.3 | 128.3 | 160 | 621.6 | |
| CCABackbone=LLaVA-1.5-7B, Evaluation Protocol=zero-shot2026.04 | 190 | 148.3 | 128.3 | 153 | 641.7 | |
| EAHBackbone=LLaVA-1.5-7B, Evaluation Protocol=zero-shot2026.04 | 190 | 108.3 | 145 | 160.7 | 604 | |
| VARBackbone=LLaVA-1.5-7B, Evaluation Protocol=zero-shot2026.04 | 190 | 148.3 | 138.3 | 155 | 631.3 | |
| MEMVRBackbone=LLaVA-1.5-7B, Evaluation Protocol=zero-shot2026.04 | 190 | 155 | 133.3 | 170.6 | 648.3 | |
| OPERABackbone=LLaVA-1.5-7B2026.05 | 190 | 133.33 | 121.67 | 155 | 600 | |
| EVASBackbone=LLaVA-1.5-7B2026.05 | 190 | 140 | 121.67 | 160.33 | 612 | |
| TAMEBackbone=LLaVA-1.5-7B2026.05 | 190 | 133.66 | 128.33 | 163 | 614.99 | |
| AvISCModel=LLaVA 1.52024.05 | 189.29 | 104.76 | 106.19 | 127.86 | 528.09 | |
| DeFGBackbone=LLaVA-1.52025.12 | 188.33 | 142.5 | 131.33 | 163.17 | 625.83 | |
| RITUALBackbone=LLaVA-1.52025.12 | 187.53 | 139.58 | 125 | 163.33 | 626.29 | |
| WoodpeckerBackbone=LLaVA-1.52025.12 | 187.53 | 126.25 | 126.66 | 149.17 | 589.58 | |
| RITUALBackbone=LLaVA-1.5-7B, Evaluation Protocol=zero-shot2026.04 | 187.5 | 139.6 | 125 | 164.2 | 616.3 | |
| VCDBackbone=LLaVA-1.52025.12 | 186.67 | 125.56 | 128.89 | 139.45 | 580.56 | |
| M3IDBackbone=LLaVA-1.52025.12 | 186.67 | 128.33 | 131.63 | 151.67 | 597.5 | |
| VCDBackbone=LLaVA1.5, Decoding=VCD2025.01 | 186.25 | 116.67 | 119.17 | 159.17 | 581.25 | |
| DOPRABackbone=LLaVA-1.5-7B, Evaluation Protocol=zero-shot2026.04 | 185.7 | 138.3 | 120.7 | 133 | 577.7 | |
| ICDBackbone=LLaVA1.5, Decoding=ICD2025.01 | 185 | 117.91 | 117.5 | 162.08 | 582.5 | |
| VCDBackbone=LLaVA-1.5-7B2026.05 | 185 | 126.67 | 121.67 | 135 | 568.33 | |
| FuzzyCDBackbone=LLaVA-1.5-7B2026.05 | 185 | 148.33 | 123.33 | 153.33 | 609.99 | |
| YARDBackbone=LLaVA-1.5-7B2026.05 | 185 | 140 | 125 | 163.33 | 613.33 | |
| AvISCModel=InstructBLIP2024.05 | 184.76 | 82.85 | 74.76 | 131.43 | 473.8 | |
| VCDBackbone=LLaVA-1.5-7B, Evaluation Protocol=zero-shot2026.04 | 184.7 | 137.3 | 128.7 | 153 | 603.7 | |
| VCDDecoding strategy=greedy decoding2025.02 | 184.66 | 138.33 | 128.67 | 153 | 604.66 | |
| SIDBackbone=LLaVA-1.5-7B, Evaluation Protocol=zero-shot2026.04 | 183.9 | 132.2 | 127.8 | 155.9 | 599.8 | |
| BaselineBackbone=LLaVA1.5, Decoding=Baseline2025.01 | 183.75 | 110 | 115.83 | 157.08 | 566.67 | |
| CMACBackbone=InstructBLIP, Decoding=Ours2025.01 | 183.75 | 85 | 68.75 | 131.67 | 469.17 | |
| OPERABackbone=LLaVA-1.52025.12 | 183.33 | 137.22 | 122.78 | 155 | 598.33 | |
| HALCBackbone=LLaVA-1.52025.12 | 183.33 | 133.33 | 109.58 | 155 | 581.24 | |
| OPERABackbone=LLaVA-1.5-7B, Evaluation Protocol=zero-shot2026.04 | 180.7 | 133.3 | 111.7 | 123.3 | 549 | |
| OPERADecoding strategy=beam search2025.02 | 180.67 | 133.33 | 123.33 | 155 | 592.33 | |
| DolaBackbone=LLaVA-1.5-7B, Evaluation Protocol=zero-shot2026.04 | 180.1 | 127.4 | 119.3 | 154.6 | 594.1 | |
| LLaVA-1.5-7BBackbone=LLaVA-1.5-7B2026.05 | 180 | 110 | 121.33 | 141.67 | 553 | |
| ICDBackbone=LLaVA-1.5-7B2026.05 | 180 | 126.67 | 113.33 | 143.33 | 563.33 | |
| AVISCBackbone=LLaVA-1.5-7B2026.05 | 180 | 138.33 | 123.33 | 158.33 | 599.99 | |
| M3IDModel=LLaVA 1.52024.05 | 178.33 | 107.22 | 96.39 | 127.5 | 509.44 | |
| DoLaBackbone=LLaVA-1.52025.12 | 176.67 | 113.33 | 90.55 | 141.67 | 522.22 | |
| BaselineDecoding strategy=greedy decoding2025.02 | 175.67 | 124.67 | 114 | 151 | 565.33 | |
| M3IDModel=InstructBLIP2024.05 | 173.89 | 89.72 | 72.72 | 110.56 | 446.88 | |
| RegularBackbone=LLaVA-1.52025.12 | 173.75 | 121.67 | 117.92 | 149.17 | 562.5 | |
| Base DecodingModel=LLaVA 1.52024.05 | 173.57 | 110 | 100.47 | 125.24 | 509.28 | |
| M3IDBackbone=LLaVA-1.5-7B2026.05 | 173.33 | 106.67 | 96.67 | 155 | 531.67 | |
| VCDModel=InstructBLIP2024.05 | 172.62 | 98.33 | 71.9 | 117.14 | 459.99 | |
| VCDModel=LLaVA 1.52024.05 | 172.14 | 117.14 | 103.33 | 119.52 | 512.14 | |
| Base DecodingModel=InstructBLIP2024.05 | 170.19 | 89.52 | 67.62 | 114.76 | 442.09 | |
| VCDBackbone=InstructBLIP, Decoding=VCD2025.01 | 166.67 | 82.08 | 67.08 | 130 | 445.83 | |
| ICDBackbone=InstructBLIP, Decoding=ICD2025.01 | 166.67 | 80.83 | 67.92 | 128.33 | 443.75 | |
| CMACBackbone=Qwen-VL, Decoding=Ours2025.01 | 157.75 | 118.75 | 132.83 | 168.75 | 578.08 | |
| BaselineBackbone=InstructBLIP, Decoding=Baseline2025.01 | 154.17 | 86.67 | 58.33 | 123.75 | 422.91 | |
| VCDBackbone=Qwen-VL, Decoding=VCD2025.01 | 148.58 | 113.67 | 133 | 164.92 | 560.17 | |
| ICDBackbone=Qwen-VL, Decoding=ICD2025.01 | 144.75 | 116.44 | 135.17 | 162.75 | 559.11 | |
| BaselineBackbone=Qwen-VL, Decoding=Baseline2025.01 | 142.5 | 116.67 | 134.08 | 157.08 | 550.33 |