Open-ended Vision-Language Generation on GPT-4V Hallucination Evaluation
6.75Correctness ScoreACE
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ACEModel=LLaVA-NeXT, Comparison Baseline=SID2026.05 | 6.75 | 6.32 | |
| ACEModel=LLaVA-NeXT, Comparison Baseline=OPERA2026.05 | 6.58 | 6.27 | |
| ACEModel=LLaVA-NeXT, Comparison Baseline=Greedy2026.05 | 6.51 | 5.89 | |
| ACEModel=LLaVA-1.5, Comparison Baseline=SID2026.05 | 6.25 | 6.02 | |
| ACEModel=LLaVA-NeXT, Comparison Baseline=VCD2026.05 | 6.19 | 5.84 | |
| OPERAModel=LLaVA-1.52026.05 | 6.18 | 5.52 | |
| SIDModel=LLaVA-NeXT2026.05 | 6.17 | 5.85 | |
| ACEModel=LLaVA-1.5, Comparison Baseline=OPERA2026.05 | 6.13 | 5.99 | |
| ACEModel=LLaVA-1.5, Comparison Baseline=VCD2026.05 | 6.12 | 5.97 | |
| ACEModel=Shikra, Comparison Baseline=SID2026.05 | 6.07 | 5.96 | |
| OPERAModel=LLaVA-NeXT2026.05 | 6.07 | 5.29 | |
| ACEModel=LLaVA-1.5, Comparison Baseline=Greedy2026.05 | 5.93 | 6.08 | |
| ACEModel=Shikra, Comparison Baseline=OPERA2026.05 | 5.91 | 5.92 | |
| VCDModel=LLaVA-NeXT2026.05 | 5.88 | 5.53 | |
| SIDModel=LLaVA-1.52026.05 | 5.86 | 5.68 | |
| ACEModel=InstructBLIP, Comparison Baseline=SID2026.05 | 5.84 | 5.51 | |
| ACEModel=Shikra, Comparison Baseline=Greedy2026.05 | 5.82 | 5.31 | |
| ACEModel=InstructBLIP, Comparison Baseline=OPERA2026.05 | 5.71 | 5.38 | |
| ACEModel=Shikra, Comparison Baseline=VCD2026.05 | 5.68 | 5.44 | |
| ACEModel=InstructBLIP, Comparison Baseline=Greedy2026.05 | 5.57 | 5.24 | |
| VCDModel=LLaVA-1.52026.05 | 5.51 | 5.58 | |
| ACEModel=InstructBLIP, Comparison Baseline=VCD2026.05 | 5.41 | 5.49 | |
| SIDModel=Shikra2026.05 | 5.41 | 5.38 | |
| OPERAModel=Shikra2026.05 | 5.39 | 4.82 | |
| GreedyModel=LLaVA-NeXT2026.05 | 5.39 | 5.61 | |
| SIDModel=InstructBLIP2026.05 | 5.35 | 5.09 | |
| VCDModel=Shikra2026.05 | 5.26 | 5.31 | |
| OPERAModel=InstructBLIP2026.05 | 5.22 | 4.91 | |
| GreedyModel=LLaVA-1.52026.05 | 5.12 | 5.84 | |
| VCDModel=InstructBLIP2026.05 | 5.04 | 5.26 | |
| GreedyModel=Shikra2026.05 | 4.97 | 5.22 | |
| GreedyModel=InstructBLIP2026.05 | 4.68 | 5.15 |