Action-relation hallucination evaluation on AMBER Relation
81.25AccuracyRVE
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| RVELVLM Model=LLaVA-1.5-13B2026.05 | 81.25 | 83.32 | |
| RVELVLM Model=ShareGPT4V-7B2026.05 | 76.86 | 76.6 | |
| RVELVLM Model=LLaVA-NeXT-7B2026.05 | 75.24 | 75.21 | |
| VAFLVLM Model=LLaVA-1.5-13B2026.05 | 73.56 | 72.6 | |
| VanillaLVLM Model=LLaVA-1.5-13B2026.05 | 73.44 | 71.92 | |
| RVELVLM Model=InstructBLIP-7B2026.05 | 73.32 | 78.8 | |
| VCDLVLM Model=LLaVA-1.5-13B2026.05 | 73.32 | 72.28 | |
| ICDLVLM Model=LLaVA-1.5-13B2026.05 | 73.2 | 71.63 | |
| RVELVLM Model=LLaVA-1.5-7B2026.05 | 71.81 | 74.85 | |
| VAFLVLM Model=ShareGPT4V-7B2026.05 | 70.79 | 67.69 | |
| VCDLVLM Model=ShareGPT4V-7B2026.05 | 69.83 | 66.67 | |
| VCDLVLM Model=InstructBLIP-7B2026.05 | 69.41 | 76.24 | |
| VanillaLVLM Model=InstructBLIP-7B2026.05 | 68.87 | 75.26 | |
| VAFLVLM Model=InstructBLIP-7B2026.05 | 68.81 | 76.86 | |
| ICDLVLM Model=InstructBLIP-7B2026.05 | 68.39 | 77.09 | |
| ICDLVLM Model=ShareGPT4V-7B2026.05 | 68.09 | 63.15 | |
| VanillaLVLM Model=ShareGPT4V-7B2026.05 | 67.13 | 61.61 | |
| VAFLVLM Model=LLaVA-NeXT-7B2026.05 | 66.47 | 60.65 | |
| VAFLVLM Model=LLaVA-1.5-7B2026.05 | 62.86 | 54.63 | |
| VanillaLVLM Model=LLaVA-NeXT-7B2026.05 | 62.62 | 53.86 | |
| ICDLVLM Model=LLaVA-NeXT-7B2026.05 | 61.06 | 50.91 | |
| VCDLVLM Model=LLaVA-1.5-7B2026.05 | 60.46 | 50.75 | |
| ICDLVLM Model=LLaVA-1.5-7B2026.05 | 59.38 | 47.43 | |
| VanillaLVLM Model=LLaVA-1.5-7B2026.05 | 58.41 | 45.43 | |
| VCDLVLM Model=LLaVA-NeXT-7B2026.05 | 55.83 | 39.9 |