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Andrew Gallagher

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نسخة أولية وصول مفتوح

Where MLLMs Fail and Why: Causal Task Decomposition for Capability Failure Diagnosis

Xia Hu, Brian Potetz, Chun-Ta Lu وآخرون · 2026

End-to-end accuracy on compositional tasks records how often MLLMs fail, but cannot distinguish whether a failure reflects an intrinsic deficit in the targeted capability or a cascading error from an upstream prerequisite. We propose a causal decomposition framework that isolates these two failure modes through control …

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