Towards Neural Language Evaluators

September 20, 2019 ยท Declared Dead ยท ๐Ÿ› arXiv.org

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Authors Hassan Kanรฉ, Yusuf Kocyigit, Pelkins Ajanoh, Ali Abdalla, Mohamed Coulibali arXiv ID 1909.09268 Category cs.CL: Computation & Language Cross-listed cs.AI, cs.LG Citations 7 Venue arXiv.org Last Checked 5 months ago
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 Language Models to assess reference summaries against hypothesis summaries.
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