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Climate change is a far-reaching, global phenomenon that will impact many aspects of our society, including the global stock market \cite{dietz2016climate}. In recent years, companies have increasingly been aiming to both mitigate their…

计算与语言 · 计算机科学 2020-11-18 Alexandra Luccioni , Emily Baylor , Nicolas Duchene

As multiple crises threaten the sustainability of our societies and pose at risk the planetary boundaries, complex challenges require timely, updated, and usable information. Natural-language processing (NLP) tools enhance and expand data…

This paper presents a hybrid framework for literature reviews that augments traditional bibliometric methods with large language models (LLMs). By fine-tuning open-source LLMs, our approach enables scalable extraction of qualitative…

计算与语言 · 计算机科学 2025-04-21 Stefano M. Iacus , Haodong Qi , Jiyoung Han

Understanding the multifaceted effects of climate change across diverse geographic locations is crucial for timely adaptation and the development of effective mitigation strategies. As the volume of scientific literature on this topic…

计算与语言 · 计算机科学 2024-01-17 Tanwi Mallick , John Murphy , Joshua David Bergerson , Duane R. Verner , John K Hutchison , Leslie-Anne Levy

Automatic summarization of natural language is a current topic in computer science research and industry, studied for decades because of its usefulness across multiple domains. For example, summarization is necessary to create reviews such…

计算与语言 · 计算机科学 2018-12-31 Marc Everett Johnson

Summarisation of research results in plain language is crucial for promoting public understanding of research findings. The use of Natural Language Processing to generate lay summaries has the potential to relieve researchers' workload and…

计算与语言 · 计算机科学 2023-03-28 Oliver Vinzelberg , Mark David Jenkins , Gordon Morison , David McMinn , Zoe Tieges

Scientific information expresses human understanding of nature. This knowledge is largely disseminated in different forms of text, including scientific papers, news articles, and discourse among people on social media. While important for…

计算与语言 · 计算机科学 2025-07-01 Dustin Wright

Language is the medium for many political activities, from campaigns to news reports. Natural language processing (NLP) uses computational tools to parse text into key information that is needed for policymaking. In this chapter, we…

计算与语言 · 计算机科学 2023-02-08 Zhijing Jin , Rada Mihalcea

The adoption of Deep Neural Networks (DNNs) has greatly benefited Natural Language Processing (NLP) during the past decade. However, the demands of long document analysis are quite different from those of shorter texts, while the ever…

计算与语言 · 计算机科学 2024-03-18 Dimitrios Tsirmpas , Ioannis Gkionis , Georgios Th. Papadopoulos , Ioannis Mademlis

The continued rise of neural networks and large language models in the more recent past has altered the natural language processing landscape, enabling new approaches towards typical language tasks and achieving mainstream success. Despite…

计算与语言 · 计算机科学 2025-05-20 Robin Jegan , Andreas Henrich

Natural language processing (NLP) is a promising approach for analyzing large volumes of climate-change and infrastructure-related scientific literature. However, best-in-practice NLP techniques require large collections of relevant…

This work presents a framework to classify and evaluate distinct research abstract texts which are focused on the description of processes and their applications. In this context, this paper proposes natural language processing algorithms…

计算与语言 · 计算机科学 2021-12-06 Lucas G. O. Lopes , Thales M. A. Vieira , William W. M. Lira

Discovering authoritative links between publications and the datasets that they use can be a labor-intensive process. We introduce a natural language processing pipeline that retrieves and reviews publications for informal references to…

数字图书馆 · 计算机科学 2023-05-03 Sara Lafia , Lizhou Fan , Libby Hemphill

The utility and power of Natural Language Processing (NLP) seems destined to change our technological society in profound and fundamental ways. However there are, to date, few accessible descriptions of the science of NLP that have been…

计算与语言 · 计算机科学 2012-09-28 Kevin Mote

Natural language processing (NLP) is an area of artificial intelligence that applies information technologies to process the human language, understand it to a certain degree, and use it in various applications. This area has rapidly…

To analyse large numbers of texts, social science researchers are increasingly confronting the challenge of text classification. When manual labeling is not possible and researchers have to find automatized ways to classify texts, computer…

计算与语言 · 计算机科学 2023-10-10 Karina Shyrokykh , Maksym Girnyk , Lisa Dellmuth

The financial sector, a pivotal force in economic development, increasingly uses the intelligent technologies such as natural language processing to enhance data processing and insight extraction. This research paper through a review…

计算与语言 · 计算机科学 2024-12-31 Denisa Millo , Blerina Vika , Nevila Baci

Natural Language Processing (NLP) aims to analyze text or speech via techniques in the computer science field. It serves applications in the domains of healthcare, commerce, education, and so on. Particularly, NLP has been widely applied to…

计算与语言 · 计算机科学 2025-10-14 Yunshi Lan , Xinyuan Li , Hanyue Du , Xuesong Lu , Ming Gao , Weining Qian , Aoying Zhou

Identifying critical research within the growing body of academic work is an intrinsic aspect of conducting quality research. Systematic review processes used in evidence-based medicine formalise this as a procedure that must be followed in…

数字图书馆 · 计算机科学 2024-10-14 John Hawkins , David Tivey

In recent years, with the advent of highly scalable artificial-neural-network-based text representation methods the field of natural language processing has seen unprecedented growth and sophistication. It has become possible to distill…

计算与语言 · 计算机科学 2022-11-29 Philipp Siebers , Christian Janiesch , Patrick Zschech
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