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<> "The repository administrator has not yet configured an RDF license."^^ . <> . . "Towards Incremental Parsing of Natural Language using Recursive Neural Networks"^^ . "In this paper we develop novel algorithmic ideas for building a natural language\nparser grounded upon the hypothesis of incrementality. Although widely accepted\nand experimentally supported under a cognitive perspective as a model of the human\nparser, the incrementality assumption has never been exploited for building automatic\nparsers of unconstrained real texts. The essentials of the hypothesis are that words are\nprocessed in a left-to-right fashion, and the syntactic structure is kept totally connected\nat each step.\nOur proposal relies on a machine learning technique for predicting the correctness of\npartial syntactic structures that are built during the parsing process. A recursive neural\nnetwork architecture is employed for computing predictions after a training phase on\nexamples drawn from a corpus of parsed sentences, the Penn Treebank. Our results\nindicate the viability of the approach andlay out the premises for a novel generation of\nalgorithms for natural language processing which more closely model human parsing.\nThese algorithms may prove very useful in the development of eÆcient parsers."^^ . "2002" . . . "Kluwer academic publishers"^^ . . . "Applied Intelligence"^^ . . . . . . . . . . . . . . . . . "Fabrizio"^^ . "Costa"^^ . "Fabrizio Costa"^^ . . "Paolo"^^ . "Frasconi"^^ . "Paolo Frasconi"^^ . . "Vincenzo"^^ . "Lombardo"^^ . "Vincenzo Lombardo"^^ . . "Giovanni"^^ . "Soda"^^ . "Giovanni Soda"^^ . . . . . . "Towards Incremental Parsing of Natural Language using Recursive Neural Networks (PDF)"^^ . . . . . . . . . "ai-2001-Towards.pdf"^^ . . . "Towards Incremental Parsing of Natural Language using Recursive Neural Networks (Indexer Terms)"^^ . . . . . . "indexcodes.txt"^^ . . "HTML Summary of #2089 \n\nTowards Incremental Parsing of Natural Language using Recursive Neural Networks\n\n" . "text/html" . . . "Language" . . . "Machine Learning" . . . "Neural Nets" . .