Hallucination Assessment on AMBER (test)
5.6CHAIRDyn. CEI
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Dyn. CEILVLM=InstructBLIP2026.01 | 5.6 | 30 | 51.9 | — | |
| Dyn. CEILVLM=LLaVA-1.52026.01 | 5.9 | 25 | 48.1 | — | |
| CAACLVLM=LLaVA-1.52026.01 | 6 | 25 | 48.7 | — | |
| Stat. CEILVLM=InstructBLIP2026.01 | 6.1 | 31.7 | 53.4 | — | |
| Stat. CEILVLM=LLaVA-1.52026.01 | 6.4 | 27.3 | 48.6 | — | |
| AdaVBoostBackbone=InternVL3.52026.02 | 6.5 | 50.24 | 72.3 | 2.78 | |
| AdaVBoostBackbone=Qwen3-VL2026.02 | 6.74 | 51.3 | 72.12 | 3 | |
| AdaVBoostBackbone=LLaVA-NeXT2026.02 | 6.97 | 39.85 | 61.21 | 3.41 | |
| CAACLVLM=InstructBLIP2026.01 | 7 | 30.9 | 51.9 | — | |
| M3IDLVLM=LLaVA-1.52026.01 | 7.2 | 41.4 | 57.3 | — | |
| OPERALVLM=LLaVA-1.52026.01 | 7.3 | 29.5 | 47.5 | — | |
| VAFBackbone=InternVL3.52026.02 | 7.3 | 53.2 | 71.64 | 3.99 | |
| VGABackbone=InternVL3.52026.02 | 7.36 | 62.09 | 73.99 | 5.49 | |
| VAFBackbone=Qwen3-VL2026.02 | 7.41 | 56.64 | 72.75 | 3.38 | |
| VanillaBackbone=InternVL3.52026.02 | 7.49 | 62.2 | 74.24 | 5.95 | |
| MGAPBackbone=LLaVA v1.5 7B2026.05 | 7.6 | 35.1 | 51.7 | 3.8 | |
| VAFBackbone=LLaVA-NeXT2026.02 | 7.64 | 47.41 | 63.24 | 3.7 | |
| VGABackbone=LLaVA-NeXT2026.02 | 7.65 | 40.74 | 62.39 | 3.59 | |
| VanillaBackbone=Qwen3-VL2026.02 | 7.66 | 59.24 | 73.59 | 3.75 | |
| VanillaBackbone=LLaVA-NeXT2026.02 | 7.83 | 49.2 | 63.87 | 4.33 | |
| VGABackbone=Qwen3-VL2026.02 | 7.97 | 60.31 | 73.32 | 3.34 | |
| HalTrapperBackbone=LLaVA v1.5 7B2026.05 | 8 | 36.3 | 51.5 | 3.8 | |
| VCDLVLM=LLaVA-1.52026.01 | 8.2 | 37.3 | 51.9 | — | |
| PAIBackbone=Qwen3-VL2026.02 | 8.23 | 63.39 | 74.11 | 3.5 | |
| PAIBackbone=LLaVA-NeXT2026.02 | 8.29 | 50.9 | 64.74 | 4.43 | |
| PAIBackbone=InternVL3.52026.02 | 8.51 | 66 | 74.88 | 5.29 | |
| Dyn. CEILVLM=LLaVA-NeXT2026.01 | 8.6 | 46.6 | 60.4 | — | |
| ICDBackbone=LLaVA v1.5 7B2026.05 | 8.6 | 37.3 | 51.1 | 3.9 | |
| CAACLVLM=LLaVA-NeXT2026.01 | 8.8 | 47.5 | 60.5 | — | |
| VCDBackbone=LLaVA v1.5 7B2026.05 | 8.9 | 38.1 | 51.2 | 4.4 | |
| CODEBackbone=LLaVA v1.5 7B2026.05 | 9 | 39.5 | 51.1 | 4.3 | |
| AvisCLVLM=LLaVA-NeXT2026.01 | 9.2 | 50.4 | 61.1 | — | |
| LLaVA-NeXTLVLM=LLaVA-NeXT2026.01 | 9.3 | 51.3 | 60.6 | — | |
| OPERALVLM=InstructBLIP2026.01 | 9.7 | 40.5 | 51.2 | — | |
| Stat. CEILVLM=LLaVA-NeXT2026.01 | 10 | 47.4 | 57.8 | — | |
| AvisCLVLM=InstructBLIP2026.01 | 10.1 | 46.8 | 51.2 | — | |
| M3IDLVLM=InstructBLIP2026.01 | 10.4 | 47.3 | 51.7 | — | |
| VCDLVLM=LLaVA-NeXT2026.01 | 10.5 | 57.2 | 63.5 | — | |
| VCDLVLM=InstructBLIP2026.01 | 10.8 | 46.6 | 53.4 | — | |
| AvisCLVLM=LLaVA-1.52026.01 | 11 | 48 | 52.5 | — | |
| LLaVA v1.5 7BBackbone=LLaVA v1.5 7B2026.05 | 11.2 | 47.9 | 50.2 | 4.6 | |
| LLaVA-1.5LVLM=LLaVA-1.52026.01 | 11.3 | 48.1 | 50.4 | — | |
| M3IDLVLM=LLaVA-NeXT2026.01 | 12.4 | 59.8 | 61.4 | — | |
| InstructBLIPLVLM=InstructBLIP2026.01 | 12.8 | 53.5 | 52.7 | — |