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Connectionist and Hybrid Models for Language Under
A Hybrid Connectionist Scanning Understanding
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adjective ADJG algorithm Allen Belt approach attachment chart parser compound noun computational theory level computer science concepts connectionist models connectionist networks connections constituent context assignment context class assignment context layer contextual phrase analysis coordination domain-dependent encoding error rate example Figure Furthermore head-noun structure hidden layer hidden units hybrid connectionist representations ID model implausible incremental context initial input layer instance internal representation ionosphere learned semantic library classification locality constraint locality nodes natural language processing no-crossing constraint noun group noun phrases NPN-relationships output layer output units parallel physical symbol systems preliminary syntactic structure prepositional phrases recurrent plausibility network relaxation network represented scanning understanding semantic constraints semantic context classification semantic knowledge semantic memory semantic network semantic nodes semantic relationships sequence sequential significance vectors structural ambiguities structural disambiguation structural interpretation structural phrase analysis sum squared error symbolic representations syntactic category syntactic condensation syntactic constraints test set training set understanding of phrases