Xingming Li
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126
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Vision×1AI×1
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2026
StemBind: When MLLMs Get Lost Between Rules and Instances in Abstract Visual Reasoning
The paper introduces StemBind, a diagnostic benchmark that separates perception, rule induction, and answer selection in abstract visual reasoning, revealing that the primary failure point for MLLMs is the mapping of the identified rule to the correct instance.
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Papers
cs.CVcs.AIRecentMay 29, 2026
StemBind: When MLLMs Get Lost Between Rules and Instances in Abstract Visual Reasoning
Xixiang He, Baiqi Wu, Xingming Li, Ao Cheng +3 more
The paper introduces StemBind, a diagnostic benchmark that separates perception, rule induction, and answer selection in abstract visual reasoning, revealing that the primary failure point for MLLMs i…
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