Action-relation hallucination evaluation on R-Bench Image
83.5AccuracyRVE
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| RVELVLM Model=LLaVA-NeXT-7B2026.05 | 83.5 | 88.13 | |
| RVELVLM Model=LLaVA-1.5-13B2026.05 | 83.26 | 87.76 | |
| VanillaLVLM Model=LLaVA-NeXT-7B2026.05 | 83.05 | 87.83 | |
| ICDLVLM Model=LLaVA-NeXT-7B2026.05 | 82.98 | 87.76 | |
| VAFLVLM Model=LLaVA-NeXT-7B2026.05 | 82.89 | 87.76 | |
| VAFLVLM Model=LLaVA-1.5-13B2026.05 | 82.89 | 87.53 | |
| VanillaLVLM Model=LLaVA-1.5-13B2026.05 | 82.76 | 87.38 | |
| ICDLVLM Model=LLaVA-1.5-13B2026.05 | 82.55 | 87.2 | |
| VCDLVLM Model=LLaVA-NeXT-7B2026.05 | 82.5 | 87.49 | |
| RVELVLM Model=InstructBLIP-7B2026.05 | 82.48 | 87.59 | |
| RVELVLM Model=ShareGPT4V-7B2026.05 | 81.84 | 87.45 | |
| VanillaLVLM Model=InstructBLIP-7B2026.05 | 81.74 | 87.31 | |
| ICDLVLM Model=InstructBLIP-7B2026.05 | 81.66 | 87.2 | |
| VCDLVLM Model=ShareGPT4V-7B2026.05 | 81.4 | 86.98 | |
| VAFLVLM Model=InstructBLIP-7B2026.05 | 81.38 | 87.24 | |
| VCDLVLM Model=LLaVA-1.5-13B2026.05 | 81.36 | 86.23 | |
| VCDLVLM Model=InstructBLIP-7B2026.05 | 81.35 | 86.87 | |
| VanillaLVLM Model=ShareGPT4V-7B2026.05 | 80.47 | 86.73 | |
| VAFLVLM Model=ShareGPT4V-7B2026.05 | 79.81 | 86.38 | |
| RVELVLM Model=LLaVA-1.5-7B2026.05 | 79.1 | 85.64 | |
| VCDLVLM Model=LLaVA-1.5-7B2026.05 | 78.62 | 85.54 | |
| VanillaLVLM Model=LLaVA-1.5-7B2026.05 | 78.05 | 85.34 | |
| VAFLVLM Model=LLaVA-1.5-7B2026.05 | 77.69 | 85.23 | |
| ICDLVLM Model=ShareGPT4V-7B2026.05 | 74.8 | 83.22 | |
| ICDLVLM Model=LLaVA-1.5-7B2026.05 | 72.74 | 82.26 |