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HSE University
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VLA models retain basic knowledge but falter on complex semantics, revealing a critical gap in their adaptation from VLMs.
LLMs often fail to update their final predictions after interventions on intermediate reasoning steps, suggesting that these structures function more as influential context than stable causal mediators.
