ResearchBenchmarksOpen-ended generation on Affect (Sentiment) 500-sample (test)Open-ended generation on Affect (Sentiment) 500-sample (test)Follow72Win RatioConceptor55.3659.686468.32May 6, 2026Evaluation resultsMethodMethodLinksWin RatioConceptorModel=Gemma-2-9B-ITModel=Gemma-2-9B-IT2026.0572ConceptorModel=Gemma-2-2B-ITModel=Gemma-2-2B-IT2026.0568AdditionModel=Gemma-2-9B-ITModel=Gemma-2-9B-IT2026.0561AdditionModel=Gemma-2-2B-ITModel=Gemma-2-2B-IT2026.0556DiffMeanModel=Gemma-2-2B-ITModel=Gemma-2-2B-IT2026.0556DiffMeanModel=Gemma-2-9B-ITModel=Gemma-2-9B-IT2026.0556