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Using Machine Learning to Uncover the Semantics of Concepts: How Well Do Typicality Measures Extracted from a BERT Text Classifier Match Human Judgments of Genre Typicality?
12 references·7 citing·52 second hopsampled
Using Machine Learning to Uncover the Semantics of Concepts: How Well Do Typicality Measures Extracted from a BERT Text Classifier Match Human Judgments of Genre Typicality? (2023)Using Machine Learning to Uncover the Sem…The Geometry of Culture: Analyzing the Meanings of Class through Word Embeddings (2019)The Geometry of Culture: Anal…Word embeddings quantify 100 years of gender and ethnic stereotypes (2018)Word embeddings quantify 100 …Measuring Technological Innovation over the Long Run (2018)Measuring Technological Innov…Exploiting affinities between topic modeling and the sociological perspective on culture: Application to newspaper coverage of U.S. government arts funding (2013)Exploiting affinities between…Partiality of Memberships in Categories and Audiences (2010)Partiality of Memberships in …Multiple Category Memberships in Markets: An Integrative Theory and Two Empirical Tests (2009)Multiple Category Memberships…Jacks of All Trades and Masters of None: Audiences' Reactions to Spanning Genres in Feature Film Production (2006)Jacks of All Trades and Maste…The Emergence of Organizational Forms: A Community Ecology Approach (2000)The Emergence of Organization…The Categorical Imperative: Securities Analysts and the Illegitimacy Discount (1999)The Categorical Imperative: S…Culture and Cognition (1997)Culture and CognitionRivalry and the Industry Model of Scottish Knitwear Producers (1995)Rivalry and the Industry Mode…The adaptive nature of human categorization. (1991)The adaptive nature of human …Positioning Political Texts with Large Language Models by Asking and Averaging (2025)Positioning Political Texts w…Integrating Generative Artificial Intelligence into Social Science Research: Measurement, Prompting, and Simulation (2025)Integrating Generative Artifi…Mining for Meaning : using computational text analysis for social inquiry (2024)Mining for Meaning : using co…In Silico Sociology: Forecasting COVID-19 Polarization with Large Language Models (2024)In Silico Sociology: Forecast…Uncovering the semantics of concepts using GPT-4 (2023)Uncovering the semantics of c…The Stickiness of Category Labels: Audience Perception and Evaluation of Producer Repositioning in Creative Markets (2023)The Stickiness of Category La…Social media feedback and extreme opinion expression (2023)Social media feedback and ext…Institutionalized Organizations: Formal Structure as Myth and Ceremony (1977)The Iron Cage Revisited: Institutional Isomorphism and Collective Rationality in Organizational Fields (1983)The iron cage revisited institutional isomorphism and collective rationality in organizational fields (2004)Rhetorical Strategies of Legitimacy (2005)The Business Model: Recent Developments and Future Research (2011)Social Enterprises as Hybrid Organizations: A Review and Research Agenda (2014)Theory of the firm: Managerial behavior, agency costs and ownership structure (1976)Economic Action and Social Structure: The Problem of Embeddedness (1985)The Network Structure Of Social Capital (2000)Corporate reputation and sustained superior financial performance (2002)Institutional Complexity and Organizational Responses (2011)The Population Ecology of Organizations (1977)Competing for the Future (1994)Institutional Logics and the Historical Contingency of Power in Organizations: Executive Succession in the Higher Education Publishing Industry, 1958– 1990 (1999)Capabilities, cognition, and inertia: evidence from digital imaging (2000)Completing the Practice Turn in Strategy Research (2006)Ethnographic Interview (2017)Fuzzy sets (1965)Fuzzy sets (1996)Advancing Research on Hybrid Organizing – Insights from the Study of Social Enterprises (2014)Digital Sustainability and Entrepreneurship: How Digital Innovations Are Helping Tackle Climate Change and Sustainable Development (2020)Culture and the Self: Implications for Cognition, Emotion, and Motivation (1991)Social Theory of International Politics (1999)The Study of Boundaries in the Social Sciences (2002)Metaphors We Live By (2003)The Agenda-Setting Function of Mass Media (1972)The Dialogic Imagination: Four Essays (1982)Content Analysis: An Introduction to its Methodology. (1984)The double‐edged sword of recombination in breakthrough innovation (2014)Computational Grounded Theory: A Methodological Framework (2017)Applying LDA Topic Modeling in Communication Research: Toward a Valid and Reliable Methodology (2018)The Senses Considered as Perceptual Systems (1969)Family resemblances: Studies in the internal structure of categories (1975)The spandrels of San Marco and the Panglossian paradigm: a critique of the adaptationist programme (1979)ALCOVE: An exemplar-based connectionist model of category learning. (1992)Interdependence, Interaction, and Relationships (2002)Handbook of Self-Regulation of Learning and Performance (2017)Mapping the Language of Racism: Discourse and the Legitimation of Exploitation (1993)A model of (often mixed) stereotype content: Competence and warmth respectively follow from perceived status and competition. (2002)Semantics derived automatically from language corpora contain human-like biases (2017)Data Feminism (2020)Language (Technology) is Power: A Critical Survey of “Bias” in NLP (2020)ChatGPT: A comprehensive review on background, applications, key challenges, bias, ethics, limitations and future scope (2023)Speech Acts (1969)Mapping the Margins: Intersectionality, Identity Politics, and Violence against Women of Color (1991)Measuring individual differences in implicit cognition: The implicit association test. (1998)Computational Social Science and Sociology (2020)Over-reliance on English hinders cognitive science (2022)Can Large Language Models Transform Computational Social Science? (2023)A Core/Periphery Perspective on Individual Creative Performance: Social Networks and Cinematic Achievements in the Hollywood Film Industry (2008)How New Market Categories Emerge: Temporal Dynamics of Legitimacy, Identity, and Entrepreneurship in Satellite Radio, 1990–2005 (2010)Managing Social-Business Tensions: A Review and Research Agenda for Social Enterprise (2013)
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References

  • 1997Culture and Cognition3,239 cited
  • 1999The Categorical Imperative: Securities Analysts and the Illegitimacy Discount2,182 cited
  • 2013Exploiting affinities between topic modeling and the sociological perspective on culture: Application to newspaper coverage of U.S. government arts funding1,151 cited
  • 1991The adaptive nature of human categorization.1,068 cited
  • 2018Word embeddings quantify 100 years of gender and ethnic stereotypes1,064 cited
  • 1995Rivalry and the Industry Model of Scottish Knitwear Producers914 cited
  • 2019The Geometry of Culture: Analyzing the Meanings of Class through Word Embeddings675 cited
  • 2006Jacks of All Trades and Masters of None: Audiences' Reactions to Spanning Genres in Feature Film Production629 cited
  • 2009Multiple Category Memberships in Markets: An Integrative Theory and Two Empirical Tests539 cited
  • 2000The Emergence of Organizational Forms: A Community Ecology Approach456 cited
  • 2018Measuring Technological Innovation over the Long Run444 cited
  • 2010Partiality of Memberships in Categories and Audiences251 cited

Cited by

  • 2023Uncovering the semantics of concepts using GPT-483 cited
  • 2025Positioning Political Texts with Large Language Models by Asking and Averaging61 cited

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  • 2024In Silico Sociology: Forecasting COVID-19 Polarization with Large Language Models44 cited
  • 2025Integrating Generative Artificial Intelligence into Social Science Research: Measurement, Prompting, and Simulation39 cited
  • 2023Social media feedback and extreme opinion expression18 cited
  • 2023The Stickiness of Category Labels: Audience Perception and Evaluation of Producer Repositioning in Creative Markets8 cited
  • 2024Mining for Meaning : using computational text analysis for social inquiry3 cited