AI自动生成类似《周六夜现场》的短喜剧视频
COMIC: Agentic Sketch Comedy Generation
- 用模拟制作团队角色的智能体迭代竞争生成创意
- 基于YouTube喜剧视频分析构建真实观众偏好评价体系
- 生成效果接近专业作品，视频生成性能领先
我们提出一个全自动AI系统，可生成类似《周六夜现场》等情景喜剧的短喜剧视频。系统以角色参考为起点，采用一组模拟真实制作团队角色的智能体，通过迭代竞争、评估与改进机制，优化创意质量与多样性。核心贡献是利用对YouTube喜剧视频语料库的分析，构建与真实观众偏好对齐的LLM评鉴者，实现幽默感的自动评估。实验表明，该框架生成结果在质量上接近专业制作水平，同时在视频生成性能上达到当前最优。
原文摘要 · Abstract (English)
We propose a fully automated AI system that produces short comedic videos similar to sketch shows such as Saturday Night Live. Starting with character references, the system employs a population of agents loosely based on real production studio roles, structured to optimize the quality and diversity of ideas and outputs through iterative competition, evaluation, and improvement. A key contribution is the introduction of LLM critics aligned with real viewer preferences through the analysis of a corpus of comedy videos on YouTube to automatically evaluate humor. Our experiments show that our framework produces results approaching the quality of professionally produced sketches while demonstrating state-of-the-art performance in video generation.
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