CDEvalSumm: An Empirical Study of Cross-Dataset Evaluation for Neural Summarization Systems

empirical methods in natural language processing, pp. 3679-3691, 2020.

Other Links: arxiv.org|academic.microsoft.com

Abstract:

Neural network-based models augmented with unsupervised pre-trained knowledge have achieved impressive performance on text summarization. However, most existing evaluation methods are limited to an in-domain setting, where summarizers are trained and evaluated on the same dataset. We argue that this approach can narrow our understanding o...More

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