Proceedings of the 2019 Conference of the North 2019
DOI: 10.18653/v1/n19-2027
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Generate, Filter, and Rank: Grammaticality Classification for Production-Ready

Abstract: Neural approaches to Natural Language Generation (NLG) have been promising for goaloriented dialogue. One of the challenges of productionizing these approaches, however, is the ability to control response quality, and ensure that generated responses are acceptable. We propose the use of a generate, filter, and rank framework, in which candidate responses are first filtered to eliminate unacceptable responses, and then ranked to select the best response. While acceptability includes grammatical correctness and … Show more

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