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Reasoning on Wino (leave-one-out setup)

86.2Accuracy (Wino LOO)Mashup Learning
68.5273.1177.782.29Mar 10, 2026

Evaluation results

MethodLinks
Mashup LearningModel=Gemma-3 4B, Setup=LoRA2026.0386.2
From scratchModel=Gemma-3 4B, Setup=LoRA2026.0385.9
Mashup LearningModel=Gemma-2 2B, Setup=LoRA2026.0384.4
From scratchModel=Gemma-2 2B, Setup=LoRA2026.0383.6
Mashup LearningModel=Gemma-3 4B, Setup=Full FT2026.0383.3
From scratchModel=Gemma-3 4B, Setup=Full FT2026.0381.9
Mashup LearningModel=Gemma-2 2B, Setup=Full FT2026.0378.9
From scratchModel=Gemma-2 2B, Setup=Full FT2026.0378.6
Mashup LearningModel=Gemma-3 1B, Setup=LoRA2026.0371.2
From scratchModel=Gemma-3 1B, Setup=LoRA2026.0370.6
Mashup LearningModel=Gemma-3 1B, Setup=Full FT2026.0369.6
From scratchModel=Gemma-3 1B, Setup=Full FT2026.0369.2