Frederic Dufaux

Mitigating the Impact of Reference Quality on Evaluation of Summarization Systems with Reference-Free Metrics

Automatic metrics are used as proxies to evaluate abstractive summarization systems when human annotations are too expensive. To be useful, these metrics should be fine-grained, show a high correlation with human annotations, and ideally be independant of reference quality; however, most standard ev…