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#ugc News & Analysis

2 articles tagged with #ugc. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles
AINeutralarXiv – CS AI · Jun 236/10
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TailorMind: Towards Preference-Aligned Multimodal Content Generation

TailorMind is a new AI system that generates personalized multimodal content by combining collaborative filtering with controllable generation, addressing the gap between user preferences and available content. The researchers introduce TailorBench, a comprehensive benchmark for evaluating personalized content generation across coherence, novelty, and aesthetic dimensions, with results showing 29% recall gains in reranking tasks.

AINeutralarXiv – CS AI · Mar 34/104
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Seeing Beyond 8bits: Subjective and Objective Quality Assessment of HDR-UGC Videos

Researchers introduce Beyond8Bits, a large-scale dataset of 44K HDR user-generated videos with 1.5M crowd ratings, and HDR-Q, the first multimodal large language model designed for HDR video quality assessment. The work addresses limitations of current video quality systems that are optimized for standard dynamic range content.

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