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🤝 General Social Sciences

66 papers · page 1 of 2 · 1–25 · the most cited first · all shelves

General Social Sciences is a subfield of Social Sciences in the OpenAlex classification of science. The topics most of its papers here are on: «Computational and Text Analysis Methods».

 Papers

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  1. Latent Dirichlet AllocationDavid M. Blei, Andrew Y. Ng, Michael I. Jordan2003 · 28,297 citations
  2. Accurate Methods for the Statistics of Surprise and CoincidenceTed Dunning1993 · 3,060 citations
  3. RCV1: A New Benchmark Collection for Text Categorization ResearchDavid D. Lewis, Yiming Yang, Tony G. Rose, et al.2004 · 2,742 citations
  4. Dynamic Topic ModelsDavid M. Blei, John D. Lafferty2006 · 2,508 citations
  5. Assessing Agreement on Classification Tasks: The Kappa StatisticJean Carletta1996 · 2,462 citations
  6. Exploring the Space of Topic Coherence MeasuresMichael Röder, Andreas Both, Alexander Hinneburg2015 · 2,368 citations
  7. Probabilistic Latent Semantic AnalysisThomas Hofmann1999 · 2,145 citations
  8. Reading Tea Leaves: How Humans Interpret Topic ModelsJonathan Chang, Jordan Boyd-Graber, Sean Gerrish, et al.2009 · 2,037 citations
  9. Survey Article: Inter-Coder Agreement for Computational LinguisticsRon Artstein, Massimo Poesio2008 · 1,770 citations
  10. BERTopic: Neural topic modeling with a class-based TF-IDF procedureMaarten Grootendorst2022 · 1,729 citations
  11. ChatGPT Outperforms Crowd-Workers for Text-Annotation TasksFabrizio Gilardi, Meysam Alizadeh, Maël Kubli2023 · 1,532 citations
  12. NLTK: The Natural Language ToolkitSteven Bird2006 · 1,372 citations
  13. Optimizing Semantic Coherence in Topic ModelsDavid Mimno, Hanna Wallach, Edmund Talley, et al.2011 · 1,334 citations
  14. Out of One, Many: Using Language Models to Simulate Human SamplesLisa P. Argyle, Ethan C. Busby, Nancy Fulda, et al.2022 · 942 citations
  15. Topic Modeling in Embedding SpacesAdji B. Dieng, Francisco J. R. Ruiz, David M. Blei2020 · 914 citations
  16. Automatic Evaluation of Topic CoherenceDavid Newman, Jey Han Lau, Karl Grieser, et al.2010 · 823 citations
  17. Can Large Language Models Transform Computational Social Science?Caleb Ziems, William Held, Omar Shaikh, et al.2023 · 776 citations
  18. A Joint Model of Text and Aspect Ratings for Sentiment SummarizationIvan Titov, Ryan McDonald2008 · 729 citations
  19. Machine Reading Tea Leaves: Automatically Evaluating Topic Coherence and Topic Model QualityJey Han Lau, David Newman, Timothy Baldwin2014 · 699 citations
  20. CCNet: Extracting High Quality Monolingual Datasets from Web Crawl DataGuillaume Wenzek, Marie-Anne Lachaux, Alexis Conneau, et al.2020 · 650 citations
  21. Inducing Domain-Specific Sentiment Lexicons from Unlabeled CorporaWilliam L. Hamilton, Kevin Clark, Jure Leskovec, et al.2016 · 431 citations
  22. Recognizing Stances in Ideological On-Line DebatesSwapna Somasundaran, Janyce Wiebe2010 · 416 citations
  23. Dealing with Disagreements: Looking Beyond the Majority Vote in Subjective AnnotationsAida Mostafazadeh Davani, Mark Díaz, Vinodkumar Prabhakaran2022 · 415 citations
  24. The FineWeb Datasets: Decanting the Web for the Finest Text Data at ScaleGuilherme Penedo, Hynek Kydlíček, Loubna Ben allal, et al.2024 · 404 citations
  25. Truth Is a Lie: Crowd Truth and the Seven Myths of Human AnnotationLora M. Aroyo, Chris Welty2015 · 385 citations

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