mlsanityData to 7 Oct 2026

Is human scoring the best criteria for summary evaluation?

arXiv 2012.14602 ↗First posted 29 Dec 2020cs.CLcited by 7

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Abstract (arXiv)

Normally, summary quality measures are compared with quality scores produced by human annotators. A higher correlation with human scores is considered to be a fair indicator of a better measure. We discuss observations that cast doubt on this view. We attempt to show a possibility of an alternative indicator. Given a family of measures, we explore a criterion of selecting the best measure not relying on correlations with human scores. Our observations for the BLANC family of measures suggest that the criterion is universal across very different styles of summaries.

Key facts. Cited by 7 papers in the map (data through 7 Oct 2026). First posted on arXiv 29 Dec 2020.

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Citing papers per year: 2021: 4; 2022: 2; 2023: 0; 2024: 1.

7 papers.