title: Nonliteral understanding of number words.
abstract: One of the most puzzling and important facts about communication is that people do not always mean what they say; speakers often use imprecise, exaggerated, or otherwise literally false descriptions to communicate experiences and attitudes. Here, we focus on the nonliteral interpretation of number words, in particular hyperbole (interpreting unlikely numbers as exaggerated and conveying affect) and pragmatic halo (interpreting round numbers imprecisely). We provide a computational model of number interpretation as social inference regarding the communicative goal, meaning, and affective subtext of an utterance. We show that our model predicts humans' interpretation of number words with high accuracy. Our model is the first to our knowledge to incorporate principles of communication and empirically measured background knowledge to quantitatively predict hyperbolic and pragmatic halo effects in number interpretation. This modeling framework provides a unified approach to nonliteral language understanding more generally.
authors.affiliation: Department of Psychology and justinek@stanford.edu.
authors.forename: Justine T
authors.initials: JT
authors.lastname: Kao
authors.affiliation: Symbolic Systems Program, Stanford University, Stanford, CA 94305; and.
authors.forename: Jean Y
authors.initials: JY
authors.lastname: Wu
authors.affiliation: Department of Brain and Cognitive Sciences, Massachusetts Institute of Technology, Cambridge, MA 02139.
authors.forename: Leon
authors.initials: L
authors.lastname: Bergen
authors.affiliation: Department of Psychology and.
authors.forename: Noah D
authors.initials: ND
authors.lastname: Goodman
mesh_terms: D032882:Comprehension; D006801:Humans; D007802:Language
keywords: computational modeling; pragmatics
references.citation: Science. 2012 May 25;336(6084):998
references.pmid: 22628647