美国安全与新兴技术中心(CSET):2024识别研究中的新兴技术报告(英文版)(15页).pdf

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美国安全与新兴技术中心(CSET):2024识别研究中的新兴技术报告(英文版)(15页).pdf

1、Data BriefDecember 2024Identifying Emerging Technologies in ResearchAuthorsCatherine AikenJames DunhamJennifer MelotZachary ArnoldIdentifying Emerging Technologies in ResearchAuthorsCatherine AikenJames DunhamJennifer MelotZachary Arnold Center for Security and Emerging Technology|1 Executive Summar

2、y The challenge of identifying emerging areas and technologies in research is not new,but more data,new methods,and more computational power allow for novel approaches.We build on existing research to develop two new solutions for identifying research relevant to emerging technology areas,specifical

3、ly artificial intelligence(AI),cybersecurity,as well as chip design and fabrication.First,we trained and deployed machine learning models to predict publication relevance to select emerging technology topics.Second,we assigned publications into research fields within those topics,based on a hierarch

4、ical research field taxonomy.We deployed our solutions for emerging technology topic classification and research field scoring over a large corpus of scientific literature.Our evaluated solutions reliably identify research relevant to important emerging technology areas,enabling analysis and monitor

5、ing of developments and applications in these areas.We share our publication-level predictions and top fields of study in open datasets.Through interactive tools,we enable researchers to make use of them for analysis.Background Classifying scientific literature is an important part of researching in

6、novation,technological development,and scientific progress.Yet,it is a task that presents many challenges.The scientific literature is vast and quickly growing,field and discipline distinctions are blurry,and terminology is evolving.These challenges are especially salient when researching emerging t

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