AAAI Publications, Thirtieth AAAI Conference on Artificial Intelligence

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Ask, and Shall You Receive? Understanding Desire Fulfillment in Natural Language Text
Snigdha Chaturvedi, Dan Goldwasser, Hal Daume III

Last modified: 2016-03-05

Abstract


The ability to comprehend wishes or desires and their fulfillment is important to Natural Language Understanding. This paper introduces the task of identifying if a desire expressed by a subject in a given short piece of text was fulfilled. We propose various unstructured and structured models that capture fulfillment cues such as the subject's emotional state and actions. Our experiments with two different datasets demonstrate the importance of understanding the narrative and discourse structure to address this task.

Keywords


Natural Language Understanding; Latent Variable Models; Structured Prediction; Desires and Wishes

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