ResearchBenchmarksOpen-ended generation on Depression 500-sample held-out (test)Open-ended generation on Depression 500-sample held-out (test)Follow57Win RatioConceptor46.649.35254.7May 6, 2026Evaluation resultsMethodMethodLinksWin RatioConceptorModel=Gemma-2-9B-ITModel=Gemma-2-9B-IT2026.0557AdditionModel=Gemma-2-9B-ITModel=Gemma-2-9B-IT2026.0555DiffMeanModel=Gemma-2-9B-ITModel=Gemma-2-9B-IT2026.0555ConceptorModel=Gemma-2-2B-ITModel=Gemma-2-2B-IT2026.0554DiffMeanModel=Gemma-2-2B-ITModel=Gemma-2-2B-IT2026.0550AdditionModel=Gemma-2-2B-ITModel=Gemma-2-2B-IT2026.0547