ResearchBenchmarksControlled Text Generation on Base Language Model Efficiency ComparisonControlled Text Generation on Base Language Model Efficiency ComparisonFollow270.11Speed RatioPPLM-9.764462.8953135.555208.2147May 22, 2023Evaluation resultsMethodMethodLinksSpeed RatioModel Size (M)PPLM2023.05270.11—MuCoLa2023.0524.03—CTRL2023.053.79—GeDi2023.052.94—DExpert2023.051.98—LM-Steer2023.051.24—DAPT2023.051—LoRA2023.051—