BLEU is widely considered to be an informative metric for text-to-text
generation, including Text Simplification (TS). TS includes both lexical and
structural aspects. In this paper we show that BLEU is not suitable for the
evaluation of sentence splitting, the major structural simplification
operation. We manually compiled a sentence splitting gold standard corpus
containing multiple structural paraphrases, and performed a correlation
analysis with human judgments. We find low or no correlation between BLEU and
the grammaticality and meaning preservation parameters where sentence splitting
is involved. Moreover, BLEU often negatively correlates with simplicity,
essentially penalizing simpler sentences.Comment: Accepted to EMNLP 2018 (Short papers