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High accuracy with low costs: the pretrain-finetune paradigm for classification with transformer-based language models
16 references·0 citing·47 second hopsampled
High accuracy with low costs: the pretrain-finetune paradigm for classification with transformer-based language models (2026)High accuracy with low costs: the pretrai…Racism, Hate Speech, and Social Media: A Systematic Review and Critique (2021)Racism, Hate Speech, and Soci…Partisan Polarization Is the Primary Psychological Motivation behind Political Fake News Sharing on Twitter (2021)Partisan Polarization Is the …Out-group animosity drives engagement on social media (2021)Out-group animosity drives en…Algorithmic Amplification of Politics on Twitter (2021)Algorithmic Amplification of …Agenda Seeding: How 1960s Black Protests Moved Elites, Public Opinion and Voting (2020)Agenda Seeding: How 1960s Bla…Who Leads? Who Follows? Measuring Issue Attention and Agenda Setting by Legislators and the Mass Public Using Social Media Data (2019)Who Leads? Who Follows? Measu…stm : An R Package for Structural Topic Models (2019)stm : An R Package for Struct…The Origins and Consequences of Affective Polarization in the United States (2018)The Origins and Consequences …quanteda: An R package for the quantitative analysis of textual data (2018)quanteda: An R package for th…Negative Partisanship: Why Americans Dislike Parties But Behave Like Rabid Partisans (2018)Negative Partisanship: Why Am…Tweetment Effects on the Tweeted: Experimentally Reducing Racist Harassment (2016)Tweetment Effects on the Twee…How Ideology Fuels Affective Polarization (2015)How Ideology Fuels Affective …Computer-Assisted Text Analysis for Comparative Politics (2015)Computer-Assisted Text Analys…Fear and Loathing across Party Lines: New Evidence on Group Polarization (2014)Fear and Loathing across Part…Text as Data: The Promise and Pitfalls of Automatic Content Analysis Methods for Political Texts (2013)Text as Data: The Promise and…How Elite Partisan Polarization Affects Public Opinion Formation (2013)How Elite Partisan Polarizati…Content Analysis: An Introduction to its Methodology. 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(1978)The Social Self: On Being the Same and Different at the Same Time (1991)Democracy in America? Partisanship, Polarization, and the Robustness of Support for Democracy in the United States (2019)Political sectarianism in America (2020)Social Media, News Consumption, and Polarization: Evidence from a Field Experiment (2021)An Economic Theory of Democracy. (1958)The Agenda-Setting Function of Mass Media (1972)Macroeconomics and Reality (1980)Short Circuiting Policy (2020)Social Media and Political Agenda Setting (2021)The consequences of online partisan media (2021)Ethnic Groups in Conflict. (1986)The spread of true and false news online (2018)Accuracy prompts are a replicable and generalizable approach for reducing the spread of misinformation (2022)Misinformation: susceptibility, spread, and interventions to immunize the public (2022)Misinformation on Misinformation: Conceptual and Methodological Challenges (2023)A systematic review of worldwide causal and correlational evidence on digital media and democracy (2022)Negativity drives online news consumption (2023)
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References

  • 2013Text as Data: The Promise and Pitfalls of Automatic Content Analysis Methods for Political Texts3,290 cited
  • 2018The Origins and Consequences of Affective Polarization in the United States3,246 cited
  • 2014Fear and Loathing across Party Lines: New Evidence on Group Polarization2,449 cited
  • 2019stm : An R Package for Structural Topic Models1,713 cited
  • 2013How Elite Partisan Polarization Affects Public Opinion Formation1,568 cited
  • 2018quanteda: An R package for the quantitative analysis of textual data1,342 cited
  • 2021Partisan Polarization Is the Primary Psychological Motivation behind Political Fake News Sharing on Twitter612 cited
  • 2021Out-group animosity drives engagement on social media559 cited
  • 2018Negative Partisanship: Why Americans Dislike Parties But Behave Like Rabid Partisans559 cited
  • 2019Who Leads? Who Follows? Measuring Issue Attention and Agenda Setting by Legislators and the Mass Public Using Social Media Data542 cited
  • 2020Agenda Seeding: How 1960s Black Protests Moved Elites, Public Opinion and Voting517 cited
  • 2015How Ideology Fuels Affective Polarization503 cited
  • 2015Computer-Assisted Text Analysis for Comparative Politics478 cited
  • 2021Racism, Hate Speech, and Social Media: A Systematic Review and Critique417 cited

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  • 2021Algorithmic Amplification of Politics on Twitter412 cited
  • 2016Tweetment Effects on the Tweeted: Experimentally Reducing Racist Harassment395 cited
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