| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| DCS-Bench Combined FLUX (dev) | Orthogonal Negative Guidance | Negative Concept Suppression (%)86.88 | 10 | 5d ago | |
| DCS-Bench COCO-derived prompts FLUX (dev) | Orthogonal Negative Guidance | Suppression Rate (%)88.5 | 10 | 5d ago | |
| DCS-Bench LLM-generated prompts on FLUX (dev) | Orthogonal Negative Guidance | Negative Concept Suppression (%)85.25 | 10 | 5d ago | |
| Combined LLM-generated + COCO-derived | Orthogonal Negative Guidance | Suppression Rate85.25 | 10 | 5d ago | |
| COCO derived prompts | Orthogonal Negative Guidance | Suppression (%)86.25 | 10 | 5d ago | |
| LLM-generated prompts | Orthogonal Negative Guidance | Suppression Rate (%)84.25 | 10 | 5d ago | |
| DCS-Bench | Orthogonal Negative Guidance | Human Preference Score70.81 | 5 | 5d ago | |
| FLUX (dev) | Orthogonal Negative Guidance | Negative Concept Suppression86.88 | 3 | 5d ago |
