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Standing at the forefront of knowledge dissemination, digital libraries curate vast collections of scientific literature. However, these scholarly writings are often laden with jargon and tailored for domain experts rather than the general…

计算与语言 · 计算机科学 2024-08-08 Haining Wang , Jason Clark

Language models (LMs) show promise as tools for communicating science to the general public by simplifying and summarizing complex language. Because models can be prompted to generate text for a specific audience (e.g., college-educated…

人机交互 · 计算机科学 2024-03-11 Tal August , Kyle Lo , Noah A. Smith , Katharina Reinecke

Lay summarisation aims to jointly summarise and simplify a given text, thus making its content more comprehensible to non-experts. Automatic approaches for lay summarisation can provide significant value in broadening access to scientific…

计算与语言 · 计算机科学 2023-12-13 Tomas Goldsack , Zhihao Zhang , Chenghua Lin , Carolina Scarton

Plain Language Summaries (PLS) aim to make research accessible to lay readers, but they are typically written in a one-size-fits-all style that ignores differences in readers' information needs and comprehension. In health contexts, this…

In the social sciences, researchers search for information on the Web, but this is most often distributed on different websites, search portals, digital libraries, data archives, and databases. In this work, we present an integrated search…

数字图书馆 · 计算机科学 2019-09-25 Daniel Hienert , Dagmar Kern , Katarina Boland , Benjamin Zapilko , Peter Mutschke

The Open Access movement in scientific publishing and search engines like Google Scholar have made scientific articles more broadly accessible. During the last decade, the availability of scientific papers in full text has become more and…

数字图书馆 · 计算机科学 2015-05-07 Iana Atanassova , Marc Bertin , Philipp Mayr

Online Social Networks usually provide no or limited way to access scholarly information provided by Digital Libraries (DLs) in order to share and discuss scholarly content with other online community members. The paper addresses the…

数字图书馆 · 计算机科学 2012-05-14 Peter Mutschke , Mark Thamm

Scientific digital libraries play a critical role in the development and dissemination of scientific literature. Despite dedicated search engines, retrieving relevant publications from the ever-growing body of scientific literature remains…

信息检索 · 计算机科学 2021-06-29 Florian Boudin , Béatrice Daille , Evelyne Jacquey , Jian-Yun Nie

Plain language summaries (PLSs) are essential for facilitating effective communication between clinicians and patients by making complex medical information easier for laypeople to understand and act upon. Large language models (LLMs) have…

计算与语言 · 计算机科学 2025-05-16 Yue Guo , Jae Ho Sohn , Gondy Leroy , Trevor Cohen

When seeking information not covered in patient-friendly documents, like medical pamphlets, healthcare consumers may turn to the research literature. Reading medical papers, however, can be a challenging experience. To improve access to…

人机交互 · 计算机科学 2022-03-02 Tal August , Lucy Lu Wang , Jonathan Bragg , Marti A. Hearst , Andrew Head , Kyle Lo

From more than half a century ago indexing scientific articles has been studied intensively to provide a more efficient data retrieval and to conserve researchers invaluable time. In the last two decades with the emergence of the World Wide…

数字图书馆 · 计算机科学 2014-01-07 Azam Majooni , Mona Masood , Amir Akhavan

The scientific community needs tools that help early-stage researchers effectively communicate their findings and innovations to the public. Although existing general-purpose Large Language Models (LLMs) can assist in this endeavor, they…

计算与语言 · 计算机科学 2026-01-12 Milad Alshomary , Grace Li , Anubhav Jangra , Yufang Hou , Kathleen McKeown , Smaranda Muresan

Scientific research is highly structured and some of that structure is reflected in research reports. Traditional scientific research reports are yielding to interactive documents which expose their internal structure and are richly linked…

数字图书馆 · 计算机科学 2012-09-04 Robert B. Allen

Plain Language Summarization (PLS) aims to distill complex documents into accessible summaries for non-expert audiences. In this paper, we conduct a thorough survey of PLS literature, and identify that the current standard practice for…

计算与语言 · 计算机科学 2025-08-27 Isabel Cachola , Daniel Khashabi , Mark Dredze

Lexical Simplification (LS) is the task of replacing complex for simpler words in a sentence whilst preserving the sentence's original meaning. LS is the lexical component of Text Simplification (TS) with the aim of making texts more…

计算与语言 · 计算机科学 2023-05-23 Kai North , Tharindu Ranasinghe , Matthew Shardlow , Marcos Zampieri

In recent years, the importance of research data and the need to archive and to share it in the scientific community have increased enormously. This introduces a whole new set of challenges for digital libraries. In the social sciences…

数字图书馆 · 计算机科学 2017-05-03 Nadine Dulisch , Andreas Oskar Kempf , Philipp Schaer

Large language models (LLMs) have ushered in a new era for processing complex information in various fields, including science. The increasing amount of scientific literature allows these models to acquire and understand scientific…

计算与语言 · 计算机科学 2024-08-21 Huy Quoc To , Ming Liu , Guangyan Huang

Cross-lingual science journalism generates popular science stories of scientific articles different from the source language for a non-expert audience. Hence, a cross-lingual popular summary must contain the salient content of the input…

计算与语言 · 计算机科学 2023-04-05 Mehwish Fatima , Tim Kolber , Katja Markert , Michael Strube

This paper is concerned with tracking and interpreting scholarly documents in distributed research communities. We argue that current approaches to document description, and current technological infrastructures particularly over the World…

数字图书馆 · 计算机科学 2007-05-23 Simon Buckingham Shum , Enrico Motta , John Domingue

Generalization is arguably the most important goal of statistical language modeling research. Publicly available benchmarks and papers published with an open-source code have been critical to advancing the field. However, it is often very…

计算与语言 · 计算机科学 2023-12-08 David Herel , Tomas Mikolov
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