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Semi-parametric video-grounded text generation

3 Pith papers cite this work. Polarity classification is still indexing.

3 Pith papers citing it

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2026 1 2025 2

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UNIVID: Unified Vision-Language Model for Video Moderation

cs.MM · 2026-06-04 · unverdicted · novelty 4.0

UNIVID generates policy-aware captions for video moderation, reducing violation leakage by 42.7% and overkill rate by 37.0% while replacing over 1,000 policy-specific models with a single backbone.

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