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ResearchFormerly WizWand

Text-to-Image Generation on NegGenBench (test)

100Positive ScoreNAG
86.4889.9993.597.01Aug 11, 2025
Updated 8mo ago

Evaluation results

MethodLinks
NAGVariation=Standard2025.0810014.781.2
CFGSampling Steps=282025.081003095.6
NAG2025.0899.32296.8
Qwen-Image NegationModel access=Open-weight, Runtime=110s2025.08991093.7
NoneDescription=Baseline without negative prompt handling2025.089919.596.8
Nano BananaModel access=Closed-weight, Runtime=14s2025.0898.549.898
Nano Banana2025.0898.540.681.7
VSF QualityModel access=Open-weight, Runtime=3s2025.08984298.6
VSFVariation=Quality2025.08983381.4
VSFHyperparameter Tuning=Quality2025.08984298.6
GPT-4oModel access=Closed-weight, Runtime=47s2025.0897.870.595.4
GPT-4o2025.0897.861.981.2
NAGHyperparameter Tuning=Strong2025.0897.53290.1
Qwen-Image NPModel access=Open-weight, Runtime=110s2025.0897.31993.5
NASA2025.08973886.7
NASA2025.089522.472.7
NAGVariation=Strong2025.089516.879.5
Janus-4oModel access=Open-weight, Runtime=20s2025.0892.522.594.4
Generate+EditModel access=Open-weight, Runtime=55s2025.0887.548.895.8
VSF StrongModel access=Open-weight, Runtime=3s2025.088754.595.2
VSFVariation=Strong2025.088741.581.4
VSFHyperparameter Tuning=Strong2025.088754.595.2