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Topic counts and quality in topic models for historic corpora
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Topic counts and quality in topic models for historic corpora (2025)Topic counts and quality in topic models …The interpretation of topic models for scholarly analysis: An evaluation and critique of current practice (2022)The interpretation of topic m…A Topic Modeling Comparison Between LDA, NMF, Top2Vec, and BERTopic to Demystify Twitter Posts (2022)A Topic Modeling Comparison B…Quantifying the impact of dirty OCR on historical text analysis: Eighteenth Century Collections Online as a case study (2019)Quantifying the impact of dir…A bibliometric analysis of topic modelling studies (2000–2017) (2019)A bibliometric analysis of to…‘What is this corpus about?’: using topic modelling to explore a specialised corpus (2017)‘What is this corpus about?’:…About text frequencies in historical linguistics: Disentangling environmental and grammatical change (2015)About text frequencies in his…Language: An Introduction to the Study of Speech (1922)ASPECTS OF THE THEORY OF SYNTAX (1964)From usage to grammar: The mind's response to repetition (2006)Using the parameters of the Zipf–Mandelbrot law to measure diachronic lexical, syntactical and stylistic changes – a large-scale corpus analysis (2015)Spoken syntax in a comparative perspective: The dative and genitive alternation in varieties of English (2017)Investigating colloquialization in the British parliamentary record in the late 19th and early 20th century (2020)Variation across Speech and Writing (1988)Corpus, Concordance, Collocation (1992)Corpus, Concordance, Collocation (1994)The utility of topic modelling for discourse studies: A critical evaluation (2018)In search of meaning: Lessons, resources and next steps for computational analysis of financial discourse (2019)Topic Modeling and Text Analysis for Qualitative Policy Research (2019)How to Analyze Political Attention with Minimal Assumptions and Costs (2009)topicmodels : An R Package for Fitting Topic Models (2011)A Bibliometric Analysis and Visualization of Medical Big Data Research (2018)The Research Trends of Multilingualism in Applied Linguistics and Education (2000–2019): A Bibliometric Analysis (2020)Research trends in ‘trans-’ studies on writing: A bibliometric analysis (2021)Research in the Field of Natural Hazards Based on Bibliometric Analysis (2023)Corpus Linguistics An International Handbook (2009)MTLD, vocd-D, and HD-D: A validation study of sophisticated approaches to lexical diversity assessment (2010)stm : An R Package for Structural Topic Models (2019)Old Books and Digital Publishing: Eighteenth-Century Collections Online (2020)The Need for Research Infrastructures for the Study of Web Archives (2021)Troubles in Text: Using Natural Language Processing to Recognize Government Rationalizations for Rights Abuses (2024)Empirical study of topic modeling in Twitter (2010)Big Data, new epistemologies and paradigm shifts (2014)Machine learning on big data: Opportunities and challenges (2017)Finding love in algorithms: deciphering the emotional contexts of close encounters with AI chatbots (2024)Green and sustainable AI research: an integrated thematic and topic modeling analysis (2024)Unveiling the dynamics of AI applications: A review of reviews using scientometrics and BERTopic modeling (2024)Comparing Twitter and Traditional Media Using Topic Models (2011)Exploiting affinities between topic modeling and the sociological perspective on culture: Application to newspaper coverage of U.S. government arts funding (2013)Structural Topic Models for Open‐Ended Survey Responses (2014)Addressing the interpretability of big data for social sciences: a contextualization approach to LDA topic models (2025)An evaluation of the use of keyword analysis for keyword-assisted topic modelling (2025)Corpus linguistics for leadership studies: Bridging the quantitative-qualitative divide (2026)
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References

  • 2022A Topic Modeling Comparison Between LDA, NMF, Top2Vec, and BERTopic to Demystify Twitter Posts983 cited
  • 2017‘What is this corpus about?’: using topic modelling to explore a specialised corpus204 cited
  • 2019A bibliometric analysis of topic modelling studies (2000–2017)120 cited
  • 2019Quantifying the impact of dirty OCR on historical text analysis: Eighteenth Century Collections Online as a case study96 cited
  • 2015About text frequencies in historical linguistics: Disentangling environmental and grammatical change93 cited
  • 2022The interpretation of topic models for scholarly analysis: An evaluation and critique of current practice49 cited

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