An LLM-based pipeline turns 20 years of PNAS engineering abstracts into sixteen interpretable topics and maps cross-topic links from full text, claiming to rediscover the journal's own dual-classification structure.
Measuring mumbo jumbo: A preliminary quantification of the use of jargon in science communication.Public Understanding of Science, 23(5):528–546, 2014
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Mapping Scientific Literature with Large Language Models and Topic Modeling
An LLM-based pipeline turns 20 years of PNAS engineering abstracts into sixteen interpretable topics and maps cross-topic links from full text, claiming to rediscover the journal's own dual-classification structure.