Discriminative Hallucination Evaluation on AMBER (test)
86.8AccuracyRC-DPO
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| RC-DPOModel=ThinkLite-VL2026.05 | 86.8 | 89.56 | 90.07 | 89.81 | |
| OPA-DPOModel=ThinkLite-VL2026.05 | 86.73 | 89.1 | 90.54 | 89.81 | |
| VCDModel=ThinkLite-VL2026.05 | 86.46 | 89.6 | 89.41 | 89.5 | |
| RLAIF-VModel=ThinkLite-VL2026.05 | 86.42 | 89.13 | 89.95 | 89.53 | |
| VanillaModel=ThinkLite-VL2026.05 | 86.38 | 88.97 | 90.09 | 89.52 | |
| RC-DPOModel=MM-Eureka2026.05 | 86.34 | 87.62 | 91.83 | 89.67 | |
| OPA-DPOModel=MM-Eureka2026.05 | 86.23 | 87.28 | 92.11 | 89.63 | |
| VCDModel=MM-Eureka2026.05 | 86.22 | 87.6 | 91.63 | 89.57 | |
| SIDModel=MM-Eureka2026.05 | 86.02 | 87.61 | 91.13 | 89.33 | |
| VanillaModel=MM-Eureka2026.05 | 85.99 | 87.3 | 91.65 | 89.41 | |
| SIDModel=ThinkLite-VL2026.05 | 85.78 | 89.4 | 88.49 | 88.94 | |
| RLAIF-VModel=MM-Eureka2026.05 | 85.62 | 86.44 | 92.21 | 89.22 | |
| RC-DPOModel=R1-Onevision2026.05 | 85.28 | 87.52 | 90.05 | 88.76 | |
| SeeMeModel=LLaVA-NEXT2026.07 | 83.7 | — | — | 87.8 | |
| RegularModel=LLaVA-NEXT2026.07 | 83.6 | — | — | 87.7 | |
| DCLAModel=LLaVA-NEXT2026.07 | 83.5 | — | — | 87.7 | |
| DoLaModel=LLaVA-NEXT2026.07 | 83.3 | — | — | 87.7 | |
| SPINModel=LLaVA-NEXT2026.07 | 83.1 | — | — | 87.5 | |
| VCDModel=LLaVA-NEXT2026.07 | 82.6 | — | — | 87.1 | |
| OPA-DPOModel=R1-Onevision2026.05 | 77.36 | 86.76 | 76.64 | 81.38 | |
| SeeMeModel=mPLUG-Owl22026.07 | 76.8 | — | — | 79.7 | |
| DCLAModel=mPLUG-Owl22026.07 | 76.5 | — | — | 79.3 | |
| SPINModel=mPLUG-Owl22026.07 | 76.4 | — | — | 78.8 | |
| RegularModel=mPLUG-Owl22026.07 | 76.3 | — | — | 78.8 | |
| DoLaModel=mPLUG-Owl22026.07 | 76.1 | — | — | 79.1 | |
| VCDModel=mPLUG-Owl22026.07 | 75.9 | — | — | 78.4 | |
| SeeMeModel=INF-MLLM2026.07 | 73.4 | — | — | 75.1 | |
| SeeMeModel=LLaVA-1.52026.07 | 72.7 | — | — | 75.9 | |
| DCLAModel=INF-MLLM2026.07 | 72.7 | — | — | 75.1 | |
| DCLAModel=LLaVA-1.52026.07 | 72.6 | — | — | 75.7 | |
| RLAIF-VModel=R1-Onevision2026.05 | 72.4 | 86.09 | 68.32 | 76.18 | |
| SPINModel=LLaVA-1.52026.07 | 72.3 | — | — | 75.3 | |
| DoLaModel=INF-MLLM2026.07 | 72.2 | — | — | 74.8 | |
| VCDModel=LLaVA-1.52026.07 | 72 | — | — | 74.9 | |
| RegularModel=LLaVA-1.52026.07 | 71.5 | — | — | 74.1 | |
| DoLaModel=LLaVA-1.52026.07 | 71.5 | — | — | 74.2 | |
| VCDModel=INF-MLLM2026.07 | 71.5 | — | — | 74.4 | |
| RegularModel=INF-MLLM2026.07 | 71.4 | — | — | 74.3 | |
| SPINModel=INF-MLLM2026.07 | 70.9 | — | — | 74.1 | |
| VCDModel=R1-Onevision2026.05 | 70.69 | 86.03 | 65.21 | 74.18 | |
| SIDModel=R1-Onevision2026.05 | 70.39 | 85.46 | 65.26 | 74 | |
| VanillaModel=R1-Onevision2026.05 | 70.23 | 85.28 | 65.16 | 73.87 |