Cocke-Youger-Kasami
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Neuro-symbolic Syntactic Parsing: Shaping a Neural Network with the CYK Algorithm
Announce Type: new Abstract: In this paper, we show the possibility of a direct injection of algorithms into neural network architecture. We focus on a complex algorithm, that is, Cocke-Youger-Kasami (CYK) for parsing context-free grammars in Chomsky Normal Form and we propose CYKNN, a simple recurrent neural network architecture for encoding the CYK algorithm in trainable matrix-vector multiplications. We experimented with a very simple grammar with 4 variations showing that our approach...