Hallucination Evaluation on MME hallucination subset
195Existence ScoreIMCCD
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| IMCCDModel=LLaVA-1.5, Decoding=IMCCD2026.03 | 195 | 138.33 | 123.33 | 155 | 611.66 | |
| CLVAModel=LLaVA-1.5, Decoding=CLVA (ours)2026.03 | 195 | 163.33 | 133.33 | 175 | 666.66 | |
| MemVRModel=LLaVA-1.5, Decoding=MemVR2026.03 | 190 | 155 | 133.33 | 170 | 648.33 | |
| ClearSightModel=LLaVA-1.5, Decoding=ClearSight2026.03 | 190 | 160 | 133.33 | 160 | 643.33 | |
| IMCCDModel=Qwen-VL, Decoding=IMCCD2026.03 | 190 | 140 | 138.33 | 175 | 643.33 | |
| GreedyModel=InstructBLIP, Decoding=Greedy2026.03 | 185 | 60 | 50 | 120 | 415 | |
| IMCCDModel=InstructBLIP, Decoding=IMCCD2026.03 | 185 | 55 | 50 | 100 | 390 | |
| CLVAModel=InstructBLIP, Decoding=CLVA (ours)2026.03 | 185 | 55 | 50 | 130 | 420 | |
| MemVRModel=Qwen-VL, Decoding=MemVR2026.03 | 185 | 145 | 123.33 | 185 | 638.33 | |
| ClearSightModel=Qwen-VL, Decoding=ClearSight2026.03 | 185 | 141.66 | 148.33 | 180 | 654.99 | |
| Beam SearchModel=Qwen-VL, Decoding=Beam Search2026.03 | 180 | 141.66 | 133.33 | 180 | 634.99 | |
| CLVAModel=Qwen-VL, Decoding=CLVA (ours)2026.03 | 180 | 146.66 | 158.33 | 185 | 669.99 | |
| Beam SearchModel=InstructBLIP, Decoding=Beam Search2026.03 | 175 | 68.33 | 51.66 | 115 | 409.99 | |
| GreedyModel=Qwen-VL, Decoding=Greedy2026.03 | 175 | 140 | 123.33 | 180 | 618.33 | |
| GreedyModel=LLaVA-1.5, Decoding=Greedy2026.03 | 170 | 130 | 93.33 | 121.66 | 514.99 | |
| Beam SearchModel=LLaVA-1.5, Decoding=Beam Search2026.03 | 170 | 130 | 93.33 | 121.66 | 514.99 |