AIBullisharXiv – CS AI · 7h ago6/10
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Neuro-symbolic Syntactic Parsing: Shaping a Neural Network with the CYK Algorithm
Researchers propose CYKNN, a neural network architecture that directly embeds the CYK parsing algorithm into trainable matrix operations. The approach demonstrates superior performance compared to large language models with 20B+ parameters on grammar parsing tasks, suggesting a viable path for integrating symbolic algorithms into neural architectures.