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A Computational Model of Concept Generalization in Cross-Modal Reference
Authors:Patrick McCrae  Wolfgang Menzel  Maosong Sun
Institution:a CINACS Graduate Research Group, Department of Informatics, Hamburg University, 22527 Hamburg, Germany;b Natural Language Systems Group, Department of Informatics, Hamburg University, 22527 Hamburg, Germany;c Department of Computer Science, Tsinghua University, Beijing 100084, China
Abstract:Cross-modal interactions between visual understanding and linguistic processing substantially contribute to the remarkable robustness of human language processing.We argue that the formation of cross-modal referential links is a prerequisite for the occurrence of cross-modal interactions between vision and language.In this paper we examine a computational model for a cross-modal reference formation with respect to its robustness against conceptual underspecification in the visual modality.This investigation is motivated by the fact that natural systems are well capable of establishing a cross-modal reference between modalities with different degrees of conceptual specification.In the investigated model,conceptually underspecified context information continues to drive the syntactic disambiguation of verb-centered syntactic ambiguities as long as the visual context contains the situation arity information of the visual scene.
Keywords:vision-language interaction  cross-modal reference  syntactic disambiguation
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