Top2Vec
PulseAugur coverage of Top2Vec — every cluster mentioning Top2Vec across labs, papers, and developer communities, ranked by signal.
3 day(s) with sentiment data
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Study finds gender differences in research method convergence among scholars
A study published on arXiv analyzed 25,204 papers from library and information science between 1990 and 2022 to investigate gender differences in research topic and method convergence among collaborating scholars. Using…
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LIS research methods evolve with data resources and career stages · 4 sources tracked
A study analyzing Library and Information Science (LIS) research methods from 1990 to 2022 reveals that data resources have been a primary driver of methodological evolution. The research identified four key categories …
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New method pre-trains Tsetlin Machines with language model clusters for interpretability
Researchers have developed a novel framework to enhance the interpretability of Tsetlin Machines (TMs) by integrating knowledge from pre-trained language models like BERT. This method groups text samples into semantic c…
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Gender differences in research methods and topics explored in LIS studies · 5 sources tracked
Researchers have analyzed 25,204 papers in Library and Information Science (LIS) from 1990-2022 using Top2Vec for topic identification and CogFT for method classification. The study found that female scholars exhibited …
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LLMs and Topic Modeling Enhance Analysis of Cancer Patient Experiences
A new research paper explores the use of embedding-based topic modeling and Large Language Models (LLMs) to analyze patient experiences in cancer care. The study evaluated BERTopic and Top2Vec for summarizing individual…