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cs.CL2021★ 3 cited
Incorporating Question Answering-Based Signals into Abstractive Summarization via Salient Span Selection
Daniel Deutsch, Dan Roth
In this work, we propose a method for incorporating question-answering (QA) signals into a summarization model. Our method identifies salient noun phrases (NPs) in the input docume…
cs.CL2021★ 5 cited
A Statistical Analysis of Summarization Evaluation Metrics using Resampling Methods
Daniel Deutsch, Rotem Dror, Dan Roth
The quality of a summarization evaluation metric is quantified by calculating the correlation between its scores and human annotations across a large number of summaries. Currently…