Cognitive Hallucination Mitigation on MME cognitive 12 (test)
124.5Commonsense Reasoning ScoreIVE
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| IVEBase MLLM=InstructBLIP, Decoding Strategy=IVE2026.04 | 124.5 | 49.5 | 98.5 | 61.5 | |
| MemVRBase MLLM=InstructBLIP, Decoding Strategy=MemVR2026.04 | 123 | 48 | 97.5 | 60 | |
| OPERABase MLLM=InstructBLIP, Decoding Strategy=OPERA2026.04 | 122.5 | 48 | 89.5 | 52 | |
| VASparseBase MLLM=InstructBLIP, Decoding Strategy=VASparse2026.04 | 122 | 48.5 | 91 | 53.5 | |
| PAIBase MLLM=InstructBLIP, Decoding Strategy=PAI2026.04 | 121.5 | 47.5 | 89 | 51.5 | |
| DecoBase MLLM=InstructBLIP, Decoding Strategy=Deco2026.04 | 121 | 46.5 | 96 | 59.5 | |
| VCDBase MLLM=InstructBLIP, Decoding Strategy=VCD2026.04 | 119 | 45.5 | 94.5 | 57.5 | |
| VanillaBase MLLM=InstructBLIP, Decoding Strategy=Vanilla2026.04 | 118 | 40 | 92.5 | 55 | |
| IVEBase MLLM=LLaVA-1.5, Decoding Strategy=IVE2026.04 | 95.5 | 110.5 | 103.5 | 72.5 | |
| MemVRBase MLLM=LLaVA-1.5, Decoding Strategy=MemVR2026.04 | 94.5 | 109.5 | 102 | 70.5 | |
| VASparseBase MLLM=LLaVA-1.5, Decoding Strategy=VASparse2026.04 | 93.5 | 109 | 93 | 59 | |
| OPERABase MLLM=LLaVA-1.5, Decoding Strategy=OPERA2026.04 | 93 | 108.5 | 92.5 | 57.5 | |
| PAIBase MLLM=LLaVA-1.5, Decoding Strategy=PAI2026.04 | 92 | 107.5 | 91.5 | 56.5 | |
| DecoBase MLLM=LLaVA-1.5, Decoding Strategy=Deco2026.04 | 91.5 | 102.5 | 100 | 70 | |
| VCDBase MLLM=LLaVA-1.5, Decoding Strategy=VCD2026.04 | 90.5 | 101 | 98.5 | 65 | |
| VanillaBase MLLM=LLaVA-1.5, Decoding Strategy=Vanilla2026.04 | 88 | 105 | 97.5 | 67.5 | |
| IVEBase MLLM=Qwen2.5-VL-Instruct, Decoding Strategy=IVE2026.04 | 79.5 | 103.5 | 188.5 | 146.5 | |
| OPERABase MLLM=Qwen2.5-VL-Instruct, Decoding Strategy=OPERA2026.04 | 78 | 100.5 | 177.5 | 138.5 | |
| MemVRBase MLLM=Qwen2.5-VL-Instruct, Decoding Strategy=MemVR2026.04 | 78 | 101.5 | 187 | 145 | |
| VASparseBase MLLM=Qwen2.5-VL-Instruct, Decoding Strategy=VASparse2026.04 | 77.5 | 101 | 180 | 140 | |
| PAIBase MLLM=Qwen2.5-VL-Instruct, Decoding Strategy=PAI2026.04 | 77 | 100 | 176.5 | 137.5 | |
| DecoBase MLLM=Qwen2.5-VL-Instruct, Decoding Strategy=Deco2026.04 | 75.5 | 98.5 | 187.5 | 144.5 | |
| VCDBase MLLM=Qwen2.5-VL-Instruct, Decoding Strategy=VCD2026.04 | 74.5 | 98.5 | 182.5 | 142 | |
| VanillaBase MLLM=Qwen2.5-VL-Instruct, Decoding Strategy=Vanilla2026.04 | 73 | 95 | 185 | 140 |