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Findings show that semantic reference-text overlap should not be treated as a proxy for temporal localization, and that AVTrace can identify task-specific weaknesses while providing a testbed for temporal post-training.
VisCAD-M1 outperforms existing models in CAD design by effectively bridging the gap between user intent and executable design, achieving a new state of the art.