3 papers
cs.CL2026
Mapping the Web of Science, a large-scale graph and text-based dataset with LLM embeddings
Tim Kunt, Annika Buchholz, Imene Khebouri +3
Large text data sets, such as publications, websites, and other text-based media, inherit two distinct types of features: (1) the text itself, its information conveyed through sema…
math.OC2025
Similarity-based fuzzy clustering scientific articles: potentials and challenges from mathematical and computational perspectives
Vu Thi Huong, Ida Litzel, Thorsten Koch
Fuzzy clustering, which allows an article to belong to multiple clusters with soft membership degrees, plays a vital role in analyzing publication data. This problem can be formula…
cs.DL2025
Integrating Large Citation Datasets
Inci Yueksel-Erguen, Ida Litzel, Hanqiu Peng
This paper explores methods for building a comprehensive citation graph using big data techniques to evaluate scientific impact more accurately. Traditional citation metrics have l…