6533b7ddfe1ef96bd12744c9

RESEARCH PRODUCT

A sentence based system for measuring syntax complexity using a recurrent deep neural network

Lo Bosco G.Giovanni PilatoDaniele Schicchi

subject

Deep Neural NetworksComputer Science (all)ComputingMethodologies_DOCUMENTANDTEXTPROCESSINGText simplificationDeep neural networkNatural Language Processing

description

In this paper we present a deep neural network model capable of inducing the rules that identify the syntax complexity of an Italian sentence. Our system, beyond the ability of choosing if a sentence needs of simplification, gives a score that represent the confidence of the model during the process of decision making which could be representative of the sentence complexity. Experiments have been carried out on one public corpus created specifically for the problem of text-simplification.

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