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Content Depth Matters in Short-Video Recommendation: Rethinking the Attention Economy

arXiv cs.AI · 2026-08-17 Cached

This paper introduces Content Depth Score (CDS) and SCOPE-Bench to evaluate short-video recommender systems for cognitive depth, revealing that existing systems prioritize shallow content over deeper engagement.

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