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Accelerating Scientific Discovery with Multi-Document Summarization of Impact-Ranked Papers
Paris Koloveas, Serafeim Chatzopoulos, Dionysis Diamantis, Christos Tryfonopoulos, Thanasis Vergoulis
https://arxiv.org/abs/2508.03962

Accelerating Scientific Discovery with Multi-Document Summarization of Impact-Ranked Papers
The growing volume of scientific literature makes it challenging for scientists to move from a list of papers to a synthesized understanding of a topic. Because of the constant influx of new papers on a daily basis, even if a scientist identifies a promising set of papers, they still face the tedious task of individually reading through dozens of titles and abstracts to make sense of occasionally conflicting findings. To address this critical bottleneck in the research workflow, we introduce a …