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Creators/Authors contains: "Bierbaum, Matthew"

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  1. ; ; ; (, On the use of the arXiv as a dataset)
    The arXiv has collected 1.5 million pre-print articles over 28 years, hosting literature from scientific fields including Physics, Mathematics, and Computer Science. Each pre-print features text, figures, authors, citations, categories, and other metadata. These rich, multi-modal features, combined with the natural graph structure—created by citation, affiliation, and co-authorship—makes the arXiv an exciting candidate for benchmarking next-generation models. Here we take the first necessary steps toward this goal, by providing a pipeline which standardizes and simplifies access to the arXiv’s publicly available data. We use this pipeline to extract and analyze a 6.7 million edge citation graph, with an 11 billion word cor- pus of full-text research articles. We present some baseline classification results, and motivate application of more exciting generative graph models. 
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    Accepted Manuscript Full Text Available