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• W3192012327 abstract "The present paper addresses the study of cross-linguistic and cross-modal iconicity within a deep learning framework. An LSTM-based Recurrent Neural Network is trained to associate the phonetic representation of a concrete word, encoded as a sequence of feature vectors, to the visual representation of its referent, expressed as an HCNN-transformed image. The processing network is then tested, without further training, in a language that does not appear in the training set and belongs to a different language family. The performance of the model is evaluated through a comparison with a randomized baseline; we show that such an imaginative network is capable of extracting language-independent generalizations in the mapping from linguistic sounds to visual features, providing empirical support for the hypothesis of a universal sound-symbolic substrate underlying all languages." @default.
• W3192012327 created "2021-08-16" @default.
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• W3192012327 date "2021-08-01" @default.
• W3192012327 modified "2023-09-23" @default.
• W3192012327 title "Phonovisual Biases in Language: is the Lexicon Tied to the Visual World?" @default.
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• W3192012327 doi "https://doi.org/10.24963/ijcai.2021/89" @default.
• W3192012327 hasPublicationYear "2021" @default.
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