StemBind: When MLLMs Get Lost Between Rules and Instances in Abstract Visual Reasoning
StemBind reframes AVR evaluation from final-answer ranking to locating where abstract visual reasoning breaks down, identifying rule-to-instance binding as a concrete next target for vision-grounded reasoning.