Lay Summarization
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Benchmarks
Most implemented
Generating Summaries with Controllable Readability Levels
Making Science Simple: Corpora for the Lay Summarisation of Scientific Literature
Dimsum @LaySumm 20
Divide and Conquer: From Complexity to Simplicity for Lay Summarization
Papers
Explanatory Summarization with Discourse-Driven Planning
Lay summaries for scientific documents typically include explanations to help readers grasp sophisticated concepts or arguments. However, current automatic summarization methods do not explicitly model explanations, whic…
HallucinationLay SummarizationBioLay_AK_SS at BioLaySumm: Domain Adaptation by Two-Stage Fine-Tuning of Large Language Models used for Biomedical Lay Summary Generation
Lay summarization is essential but challenging, as it simplifies scientific information for non-experts and keeps them updated with the latest scientific knowledge. In our participation in the Shared Task: Lay Summarizat…
Abstractive Text SummarizationArticlesDomain AdaptationLay SummarizationOverview of the BioLaySumm 2024 Shared Task on the Lay Summarization of Biomedical Research Articles
This paper presents the setup and results of the second edition of the BioLaySumm shared task on the Lay Summarisation of Biomedical Research Articles, hosted at the BioNLP Workshop at ACL 2024. In this task edition, we …
ArticlesLay SummarizationWisPerMed at BioLaySumm: Adapting Autoregressive Large Language Models for Lay Summarization of Scientific Articles
This paper details the efforts of the WisPerMed team in the BioLaySumm2024 Shared Task on automatic lay summarization in the biomedical domain, aimed at making scientific publications accessible to non-specialists. Large…
ArticlesFew-Shot LearningLay SummarizationGenerating Summaries with Controllable Readability Levels
Readability refers to how easily a reader can understand a written text. Several factors affect the readability level, such as the complexity of the text, its subject matter, and the reader's background knowledge. Genera…
Lay SummarizationNews SummarizationText GenerationOverview of the BioLaySumm 2023 Shared Task on Lay Summarization of Biomedical Research Articles
This paper presents the results of the shared task on Lay Summarisation of Biomedical Research Articles (BioLaySumm), hosted at the BioNLP Workshop at ACL 2023. The goal of this shared task is to develop abstractive summ…
ArticlesLay Summarization