كتاب إلكتروني

Local associations and semantic ties in overt and masked semantic priming

التفاصيل البيبلوغرافية
العنوان: Local associations and semantic ties in overt and masked semantic priming
المؤلفون: Nadalini, Andrea, Marelli, Marco, Bottini, Roberto, Crepaldi, Davide
المصدر: Accademia University PressOpenAIRE.
بيانات النشر: Accademia University Press.
وصف مادي: 283-287
مصطلحات موضوعية: CBX, History & Philosophy Of Science, linguistica computazionale, elaborazione del linguaggio naturale, analisi semantica, Gurevych (Iryna), Bos (Johan), Computational Linguistics, Natural Language Processing, semantic parsing
الوصف: Distributional semantic models (DSM) are widely used in psycholinguistic research to automatically assess the degree of semantic relatedness between words. Model estimates strongly correlate with human similarity judgements and offer a tool to successfully predict a wide range of language-related phenomena. In the present study, we compare the state-of-art model with pointwise mutual information (PMI), a measure of local association between words based on their surface cooccurrence. In particular, we test how the two indexes perform on a dataset of sematic priming data, showing how PMI outperforms DSM in the fit to the behavioral data. According to our result, what has been traditionally thought of as semantic effects may mostly rely on local associations based on word co-occurrence.
I modelli semantici distribuzionali sono ampiamente utilizzati in psicolinguistica per quantificare il grado di similarità tra parole. Tali stime sono in linea con i corrispettivi giudizi umani, e offrono uno strumento per modellare un'ampia gamma di fenomeni relativi al linguaggio. Nel presente studio, confrontiamo il modello con la pointwise mutual information (PMI), una misura di associazione locale tra parole basata sulla loro cooccorrenza. In particolare, abbiamo testato i due indici su un set di dati di priming semantico, mostrando come la PMI riesca a spiegare meglio i dati comportamentali. Alla luce di tali risultati, ciò che è stato tradizionalmente considerato come effetto semantico potrebbe basarsi principalmente su associazioni locali di co-occorrenza lessicale.
نوع الوثيقة: Chapter
اللغة: English
ردمك: 978-88-319-7868-2
Relation: http://books.openedition.org/aaccademia/basictei/3505; http://books.openedition.org/aaccademia/tei/3505
URL الوصول: http://books.openedition.org/aaccademia/3505
رقم الأكسشن: edsrev.3967A4DC
قاعدة البيانات: Openedition.org