即兴戏剧与人工智能并存

K. Mathewson, Piotr Wojciech Mirowski
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引用次数: 33

摘要

本研究首次报道了人工即兴表演,即在舞台上与基于人工智能的即兴表演者一起现场表演的即兴戏剧。人工即兴者(Artificial Improvisor)是一种人工对话代理或聊天机器人,专注于开放领域对话和协作叙事生成。使用最先进的机器学习技术,从自然语言处理和语音识别到强化和深度学习,这些聊天机器人变得更加逼真,更难与人类区分开来。对话代理最近的工作主要集中在目标导向的对话上,这些对话集中在诸如约会设置、银行信息请求、问答和电影讨论等封闭领域。自然的人类对话很少受到范围的限制,从一个话题跳到另一个话题,它们带有隐喻和潜台词,面对面的交流辅以非语言线索。现场即兴表演将自然对话与多个演员在观众面前表演更进一步。在即兴表演中,谈话的话题往往是观众在表演过程中多次提出的。这些建议激励演员表演新颖、独特、引人入胜的场景。在每个场景中,演员必须快速做出决定,以协同产生连贯的叙事。我们已经踏上了与人工智能系统一起表演现场即兴喜剧的旅程。我们介绍Pyggy和A.L.Ex。(人工语言实验),前两个人工即兴,每一个都有独特的组成和体现。这项工作突出了研究和发展,成功和失败的过程,庆祝合作促进进步,并提出了对人工即兴创作领域未来工作的讨论。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Improvised Theatre Alongside Artificial Intelligences
This study presents the first report of Artificial Improvisation, or improvisational theatre performed live, on-stage, alongside an artificial intelligence-based improvisational performer. The Artificial Improvisor is a form of artificial conversational agent, or chatbot, focused on open domain dialogue and collaborative narrative generation. Using state-of-the-art machine learning techniques spanning from natural language processing and speech recognition to reinforcement and deep learning, these chatbots have become more lifelike and harder to discern from humans. Recent work in conversational agents has been focused on goal-directed dialogue focused on closed domains such as appointment setting, bank information requests, question-answering, and movie discussion. Natural human conversations are seldom limited in scope and jump from topic to topic, they are laced with metaphor and subtext and face-to-face communication is supplemented with non-verbal cues. Live improvised performance takes natural conversation one step further with multiple actors performing in front of an audience. In improvisation the topic of the conversation is often given by the audience several times during the performance. These suggestions inspire actors to perform novel, unique, and engaging scenes. During each scene, actors must make rapid fire decisions to collaboratively generate coherent narratives. We have embarked on a journey to perform live improvised comedy alongside artificial intelligence systems. We introduce Pyggy and A.L.Ex. (Artificial Language Experiment), the first two Artificial Improvisors, each with a unique composition and embodiment. This work highlights research and development, successes and failures along the way, celebrates collaborations enabling progress, and presents discussions for future work in the space of artificial improvisation.
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