English(EN) Abstracts or full text? Evaluating input scope and computational efficiency in biomedical lay summarization

生物医学科普摘要：摘要比全文质量更高、效率更佳

作者 PulseAugur 编辑部 · [1 个来源] · 2026-10-16 04:00

一项新研究发表在arXiv上，调查了使用文章摘要与使用全文生成生物医学科普摘要的有效性。研究发现，源自摘要的摘要通常质量更高，并且在运行时间和计算成本方面效率显著。具体而言，基于摘要的微调比全文方法快4.7倍，摘要零样本和少样本提示比全文方法快5.31倍，同时保持了相当的摘要质量。 AI

影响这项研究表明，利用文章摘要进行科普摘要可以显著降低计算成本，而不会牺牲质量，从而可能加速生物医学知识向公众的传播。

排序理由该集群包含一篇发表在arXiv上的研究论文，评估了生物医学科普摘要的方法。[lever_c_demoted from research: ic=1 ai=1.0]

AI 生成摘要 · Google Gemini · 来自 1 个来源。我们如何撰写摘要 →

本文如何被排名

Signal score: 17 / 100; Composite score across the factors below. Higher = stronger signal that this story matters right now.
Newsworthiness bucket: Tool; 该集群包含一篇发表在arXiv上的研究论文，评估了生物医学科普摘要的方法。[lever_c_demoted from research: ic=1 ai=1.0]
Source corroboration: Single-source cluster; Only one publisher covered this so far. Single-source stories can still rank when the publisher is high-authority, but they lack cross-source corroboration.
Topics: paper, other; Editorial topic classification. Feeds into how the story surfaces on /topic/<slug> hub pages and into the per-entity coverage mix.
AI-industry relevance: High; Clearly on-topic for AI-industry coverage.
Story freshness: Breaking (< 6h); Fresh story with cross-source coverage still developing. Ranking may shift as more sources report.

完整方法见我们的编辑标准。

arXiv cs.CL TIER_1 English(EN) · Egecan \c{C}elik Evgin, \.{I}lknur Karadeniz, Olcay Taner Y{\i}ld{\i}z · 2026-10-16 04:00

摘要还是全文？评估生物医学科普摘要的输入范围和计算效率

arXiv:2610.21690v1 Announce Type: new Abstract: Biomedical research articles are mainly written for experts and often contain terms that are difficult for the general public to understand. Automated lay summarization has become a solution to make biomedical knowledge easier for p…