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Scaling reasoning and pretraining loss does not buy self-awareness: top models beat human averages overall yet still fail markedly at metacognition, proving awareness is an independent capability axis.
Experiments on 4DMatch and 4DLoMatch show that both variants produce more accurate correspondences than the compared methods and improve downstream registration, with larger gains in low-overlap cases.