| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| CHAIR | M3ID | CHAIR_s72.8 | 393 | 2mo ago | |
| MMHal-Bench | BoN w/ REAR | MMHal Score84.2 | 309 | 25d ago | |
| POPE | MIRROR(ours) | Accuracy94.42 | 281 | 17d ago | |
| AMBER | mPlug-Owl | CHAIR24.5 | 267 | 18d ago | |
| HallusionBench | MIRROR(ours) | Accuracy82.02 | 153 | 17d ago | |
| Object HalBench | LLaVA-1.5-7B | CHAIR Score (s)54.7 | 78 | 25d ago | |
| CHAIR MSCOCO | VCD | CHAIR_S59.4 | 64 | 4mo ago | |
| MMHal | Score4.2 | 62 | 24d ago | ||
| MME Hallucination | DAC | Existence Score195 | 61 | 1mo ago | |
| HallBench | ToR-DAPO | Accuracy73.6 | 59 | 22d ago | |
| HaluEval | Multi-DPOP | Accuracy (ACC)100 | 51 | 2mo ago | |
| CHAIR MSCOCO 2014 (val) | Dola | CHAIRi26.2 | 45 | 2mo ago | |
| ModeVent Out-of-Domain irrelevance Outliers 1.0 | SelfCheckGPT | Average Fidelity Score4.35 | 42 | 1mo ago | |
| A-HaluEval | Multi-DPOP | A-Accuracy91.5 | 40 | 2mo ago | |
| MSCOCO (val) | SparseVLM | CHAIR_i23.04 | 36 | 4mo ago | |
| POPE Adversarial v1.0 (test) | ResDec | Accuracy88.96 | 31 | 4mo ago | |
| POPE Popular v1.0 (test) | ResDec | Accuracy90.34 | 31 | 4mo ago | |
| POPE Random v1.0 (test) | ResDec | Accuracy91.17 | 31 | 4mo ago | |
| Style-CHAIR Game | Dola | CHAIRi Score19.3 | 28 | 18d ago | |
| Style-CHAIR Cartoon | Dola | CHAIRi Score18.8 | 28 | 18d ago | |
| CHAIR MSCOCO 2014 | CHAIRs Score51.3 | 28 | 3mo ago | ||
| COCO | CS53 | 28 | 4mo ago | ||
| AMBER Generative Task | GPT-4V | Coverage67.1 | 26 | 2mo ago | |
| HalBench | Qwen3-VL-8B-Thinking + DiG | Score76.7 | 25 | 25d ago | |
| MME hallucination (test) | VASparse | Existence Score180 | 24 | 4mo ago |
