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

Xia Hu, Brian Potetz, Chun-Ta Lu +6

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 casc…