Generative Hallucination on AMBER generative subset
10.9CHAIRBaseline
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| BaselineModel=Shikra2026.01 | 10.9 | 49.5 | 50.7 | |
| VCDModel=Shikra2026.01 | 9.7 | 46.9 | 50.2 | |
| OPERAModel=Shikra2026.01 | 8.9 | 42.8 | 51 | |
| ICTModel=Shikra2026.01 | 8.7 | 42.5 | 50.8 | |
| AFTER (w/o QAO)Model=Shikra2026.01 | 7.9 | 38.2 | 50.6 | |
| VTIModel=Shikra2026.01 | 7.5 | 38.5 | 48.6 | |
| BaselineModel=InstructBLIP2026.01 | 7.4 | 35.4 | 53.5 | |
| HACLModel=LLaVA-v1.52026.01 | 7.1 | 31.4 | 49.6 | |
| BaselineModel=LLaVA-v1.52026.01 | 6.9 | 31.6 | 48.9 | |
| VCDModel=InstructBLIP2026.01 | 6.9 | 32.3 | 53.8 | |
| AFTERModel=Shikra2026.01 | 6.9 | 33.2 | 50.4 | |
| OPERAModel=InstructBLIP2026.01 | 6.6 | 31.4 | 53.5 | |
| ICTModel=InstructBLIP2026.01 | 6.2 | 30.8 | 53.6 | |
| AFTER (w/o QAO)Model=InstructBLIP2026.01 | 5.8 | 28.6 | 53.7 | |
| ICTModel=LLaVA-v1.52026.01 | 5.4 | 26.6 | 48.8 | |
| VTIModel=InstructBLIP2026.01 | 5.3 | 26.7 | 53 | |
| AFTER (w/o QAO)Model=LLaVA-v1.52026.01 | 5.2 | 22.3 | 48.6 | |
| AFTERModel=InstructBLIP2026.01 | 5.2 | 25.1 | 53.6 | |
| VCDModel=LLaVA-v1.52026.01 | 5.1 | 27.6 | 48.6 | |
| VTIModel=LLaVA-v1.52026.01 | 5.1 | 23.7 | 47.8 | |
| OPERAModel=LLaVA-v1.52026.01 | 4.9 | 27.9 | 49 | |
| AFTERModel=LLaVA-v1.52026.01 | 4.5 | 20.5 | 48.7 |