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Towards Neural Language Evaluators

Published 20 Sep 2019 in cs.CL, cs.AI, and cs.LG | (1909.09268v2)

Abstract: We review three limitations of BLEU and ROUGE -- the most popular metrics used to assess reference summaries against hypothesis summaries, come up with criteria for what a good metric should behave like and propose concrete ways to use recent Transformers-based LLMs to assess reference summaries against hypothesis summaries.

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