We Can Explain Your Research in Layman's Terms: Towards Automating Science Journalism at Scale

نویسندگان

چکیده

We propose to study Automating Science Journalism (ASJ), the process of producing a layman's terms summary research article, as new benchmark for long neural abstractive summarization and story generation. science journalism is challenging task it requires paraphrasing complex scientific concepts be grasped by general public. Thus, we create specialized dataset that contains papers their Daily press releases. demonstrate numerous sequence (seq2seq) applications using with aim facilitating further on language generation, which extreme coping articles. improve quality releases co-training abstracts sources or partitioned Finally, apply evaluation measures beyond ROUGE improved performance our method over strong baselines, confirm quantitative qualitative evaluation.

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ژورنال

عنوان ژورنال: Proceedings of the ... AAAI Conference on Artificial Intelligence

سال: 2021

ISSN: ['2159-5399', '2374-3468']

DOI: https://doi.org/10.1609/aaai.v35i14.17507