Deliberative AI summarization for online discussions

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Authors: Virgile Rennard
Cited by: 0

Abstract

Our main research question asks : What are the features needed for a synthetic summary to be considered representative and actionable in the case of debates and deliberations ? To address this question, this project will, by proposing summaries with different constructions and features, ask individuals engaging with deliberation.io to rate their perceived views of summaries according to multiple self-reported metrics. Additional to qualitative human judgement, we will use different automatic metrics to evaluate the quantitative qualities of the LLM generated summaries.

Fields of Study & Subjects

Ethics and Social Impacts of AI Sentiment Analysis and Opinion Mining Computational and Text Analysis Methods

Publication details

Journal / source
OSF Preprints (OSF Preprints)
Publication date
5 February 2026
Document type
Preprint