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University of Waterloo
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Encoder quality is capability-specific, with specialized models outperforming generic ones when pretraining aligns with task requirements.
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.