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University of Waterloo
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Encoder quality is capability-specific, revealing that specialized models outperform generic ones only when their training aligns with the task at hand.
Turns out, MLLMs struggle with manufacturing tasks not because they can't "see," but because they lack the domain-specific knowledge to understand what they're looking at.
