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StableReported 2026-10-02 12:00

Causal Task Decomposition for MLLM Capability Failure Diagnosis

A new causal decomposition framework is introduced to diagnose failures in MLLMs by isolating intrinsic deficits from cascading errors, providing deeper insights into the performance of these models.

01

Evidence

  • AarXiv cs.CLInstitution2026-10-02 12:00
    > Abstract: End-to-end accuracy on compositional tasks records how often MLLMs fail, but cannot distinguish whether a failure reflects an intrinsic deficit in…
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  • AarXiv cs.CLInstitution2026-10-02 12:00
    Abstract: End-to-end accuracy on compositional tasks records how often MLLMs fail, but cannot distinguish whether a failure reflects an intrinsic deficit in th…
    View source