Product reviews summarization is a type of Multi-Document Summarization (MDS) task in which the summarized document sets are often far larger than in traditional MDS (up to tens of thousands of reviews).
Jul 22, 2020
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This paper considers both sentiment and mixture of topics of a sentence simultaneously and proposes a multi-document opinion summarization approach based on ...
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This paper considers both sentiment and mixture of topics of a sentence simultaneously and proposes a multi-document opinion summarization approach based on.
This work proposes a schema for summarizing a massive set of reviews on top of a standard summarization algorithm and shows that an initial implementation ...
Sep 4, 2024 · Two multi-document summarization tasks where models must implicitly synthesize inputs to produce accurate summaries. View largeDownload slide.
Dec 6, 2023 · The goal is for the summary to contain the most relevant information within the input documents.
Dec 22, 2022 · A multi-review summarization automatically provides a condensed summary from a group of reviews, assisting customers in making informed ...
We propose a schema for summarizing a massive set of reviews on top of a standard summarization algorithm. Since writing large volumes of reference summaries ...
Existing metrics evaluate a summary based on aspects such as relevance and consistency with the source documents. We propose to additionally measure the ability ...
Oct 21, 2023 · In this paper, we propose a sentiment-aware review summarization method with an elaborately designed multi-task fine-tuning framework.