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ATIS Airline Travel Information System

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www.kaggle.com2019-07-31 更新2025-03-26 收录
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### Context The ATIS dataset is a standard benchmark dataset widely used as an intent classification. ATIS Stands for Airline Travel Information System. Intent classification is an important component of Natural Language Understanding (NLU) systems in any chatbot platform. ### Content ATIS dataset provides large number of messages and their associated intents that can be used in training a classifier. Within a chatbot, intent refers to the goal the customer has in mind when typing in a question or comment. While entity refers to the modifier the customer uses to describe their issue, the intent is what they really mean. For example, a user says, ‘I need new shoes.’ The intent behind the message is to browse the footwear on offer. Understanding the intent of the customer is key to implementing a successful chatbot experience for end-user. ### Acknowledgements Thanks to Yun-Nung (Vivian) Chen for publishing the original dataset. ### Inspiration This dataset can be useful for intent classification problems including chatbots.

{'Context': 'ATIS数据集系航空旅行信息系统的缩写,为一项广泛应用于意图分类的标准基准数据集。意图分类作为自然语言理解(NLU)系统在各类聊天机器人平台中的关键组成部分,扮演着举足轻重的角色。', 'Content': 'ATIS数据集包含大量消息及其关联意图,可用于训练分类器。在聊天机器人中,意图是指用户在输入问题或评论时心中的目标,而实体则是指用户用以描述其问题的修饰语。意图是用户真正想要表达的含义。例如,当用户表示‘我需要一双新鞋’时,该消息背后的意图是浏览提供的鞋类产品。理解客户的意图对于实现成功的聊天机器人用户体验至关重要。', 'Acknowledgements': '感谢Yun-Nung(Vivian)Chen发布原始数据集。', 'Inspiration': '此数据集对于包括聊天机器人在内的意图分类问题具有实用价值。'}
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