@inproceedings {beauImpactLexicalGrammatical2022a,
	title = {The Impact of Lexical and Grammatical Processing on Generating Code from Natural Language},
	year = {2022},
	month = {05-2022},
	pages = {2204{\textendash}2214},
	publisher = {Association for Computational Linguistics},
	address = {Dublin, Ireland},
	abstract = {<p>Considering the seq2seq architecture of Yin and Neubig (2018) for natural language to code translation, we identify four key components of importance: grammatical constraints, lexical preprocessing, input representations, and copy mechanisms. To study the impact of these components, we use a state-of-the-art architecture that relies on BERT encoder and a grammar-based decoder for which a formalization is provided. The paper highlights the importance of the lexical substitution component in the current natural language to code systems.</p>
},
	author = {Beau, Nathana{\"e}l and Beno{\^\i}t Crabb{\'e}}
}
