
data science. NLP. complex systems. pseudorandom nature walks. | fmr. @uvmcomplexity
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ALT Vermont EPSCoR's Science of Online Corpora, Knowledge, and Stories (SOCKS) research team is currently recruiting six prospective Ph.D. students for Graduate Research Assistantships and three prospective Postdoctoral Associates based at the University of Vermont (UVM) to begin in Fall 2024. SOCKS is a large, multi-disciplinary effort funded by the National Science Foundation, that revolves around stories as an essential part of how people comprehend, explain, predict, and seek to navigate the world. SOCKS supports the Digital Humanities by developing a powerful approach to quantifying both individual stories and ecologies of stories through massive data collection, natural language processing, and large language models-computer-based encodings of the meaningful connections between words and phrases.

ALT Fig 2. Attention towards emblematic names of Black Lives Matter. Top) Heatmap time series of the normalized relative frequency of “Black Lives Matter” and “#BlackLivesMatter”. Main) Heatmap time series displaying the normalized attention over time for the top 50 names in the combined database by peak rank. The top 25 names are labeled. Darker colors indicate more attention, where the normalized attention is 1 (black) on the date of peak attention. Dark bands around June 2020 are observed across many of the rows, indicating a resurgence in attention for many of the emblematic names.



























