Interactive Fiction Games: A Colossal Adventure
Interactive Fiction Games: A Colossal Adventure
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互动小说游戏：一场巨大的冒险
DOI：
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发表时间：
2019
期刊：
影响因子：
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通讯作者：
Xingdi Yuan
中科院分区：
文献类型：
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作者：
Matthew J. Hausknecht;Prithviraj Ammanabrolu;Marc;Xingdi Yuan
人类智力的一个标志是理解语言和用语言交流的能力。互动小说游戏是完全基于文本的模拟环境，玩家可以通过文本命令改变环境并推动故事发展。我们认为，IF游戏是研究基于语言的自主代理的绝佳测试平台。特别是，IF游戏结合了组合动作空间、语言理解和常识推理的挑战。为了促进基于语言的智能体的快速发展，我们引入了人工智能游戏的学习环境Jericho，并在丰富的游戏集上对文本智能体进行了全面的研究，突出了智能体可以改进的方向。
A hallmark of human intelligence is the ability to understand and communicate with language. Interactive Fiction games are fully text-based simulation environments where a player issues text commands to effect change in the environment and progress through the story. We argue that IF games are an excellent testbed for studying language-based autonomous agents. In particular, IF games combine challenges of combinatorial action spaces, language understanding, and commonsense reasoning. To facilitate rapid development of language-based agents, we introduce Jericho, a learning environment for man-made IF games and conduct a comprehensive study of text-agents across a rich set of games, highlighting directions in which agents can improve.