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The Hong Kong Polytechnic University
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Rigid geometric compression can collapse reasoning space, while generative reconstruction preserves semantic integrity and enhances reasoning accuracy.
OPD's unique update geometry reveals that it operates in a low-dimensional channel, fundamentally altering our understanding of model training dynamics.
LLMs struggle to grasp the nuances of cross-cultural aesthetic stylistics, often mistaking surface-level linguistic features for genuine cultural understanding.
Active belief intervention can drastically improve embodied agents' decision-making by overcoming the pitfalls of belief inertia.