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How to Use Large-Language Models for Text Analysis
0 references·11 citing·49 second hop
How to Use Large-Language Models for Text Analysis (2024)How to Use Large-Language Models for Text…Using large language models for narrative analysis: a novel application of generative AI (2025)Using large language models f…Large Language Model Hacking: Quantifying the Hidden Risks of Using LLMs for Text Annotation (2025)Large Language Model Hacking:…Keeping Humans in the Loop: Human-Centered Automated Annotation with Generative AI (2025)Keeping Humans in the Loop: H…ChatGPT’s Potential for Quantitative Content Analysis: Categorizing Actors in German News Articles (2025)ChatGPT’s Potential for Quant…A human-LLM collaborative annotation approach for screening articles on precision oncology randomized controlled trials (2025)A human-LLM collaborative ann…Start Generating: Harnessing Generative Artificial Intelligence for Sociological Research (2024)Start Generating: Harnessing …Prompt Stability Scoring for Text Annotation with Large Language Models (2024)Prompt Stability Scoring for …Large Language Models Outperform Expert Coders and Supervised Classifiers at Annotating Political Social Media Messages (2024)Large Language Models Outperf…ChatGPT for Education Research: Exploring the Potential of Large Language Models for Qualitative Codebook Development (2024)ChatGPT for Education Researc…Can Generative AI improve social science? (2024)Can Generative AI improve soc…Simulating Social Media Using Large Language Models to Evaluate Alternative News Feed Algorithms (2023)Simulating Social Media Using…Computational Research in the Post-API Age (2018)Sorting the News: How Ranking by Popularity Polarizes Our Politics (2020)ChatGPT-4 Outperforms Experts and Crowd Workers in Annotating Political Twitter Messages with Zero-Shot Learning (2023)Political-LLM: Large Language Models in Political Science (2024)Agendas and instability in American politics (1993)Dissecting racial bias in an algorithm used to manage the health of populations (2019)On the Opportunities and Risks of Foundation Models (2021)Can Large Language Models Transform Computational Social Science? (2023)Generative AI and human–robot interaction: implications and future agenda for business, society and ethics (2024)Perils and opportunities in using large language models in psychological research (2024)Transforming Qualitative Information: Thematic Analysis and Code Development (1998)A General Inductive Approach for Analyzing Qualitative Evaluation Data (2006)Qualitative Quality: Eight “Big-Tent” Criteria for Excellent Qualitative Research (2010)Assessing the Potential and Limits of Large Language Models in Qualitative Coding (2024)The interplay of learning, analytics and artificial intelligence in education: A vision for hybrid intelligence (2024)Harnessing the power of AI in qualitative research: Exploring, using and redesigning ChatGPT (2025)AI and the transformation of social science research (2023)Synthetic Replacements for Human Survey Data? The Perils of Large Language Models (2024)Machine Bias. How Do Generative Language Models Answer Opinion Polls? (2025)Semantic stability protocol: intercoder reliability for zero-shot classification via AI coders (2026)Situated Knowledges: The Science Question in Feminism and the Privilege of Partial Perspective (1988)The Logic of Practice (1990)We Have Never Been Modern (1994)A tutorial for integrating generative AI in mixed methods data analysis (2024)Integrating Generative Artificial Intelligence into Social Science Research: Measurement, Prompting, and Simulation (2025)Updating “The Future of Coding”: Qualitative Coding with Generative Large Language Models (2025)The Structure of Scientific Revolutions (1963)Telling more than we can know: Verbal reports on mental processes. (1977)The Content Analysis Guidebook (2017)Generative Artificial Intelligence in Qualitative Data Analysis: Analyzing—Or Just Chatting? (2025)We Reject the Use of Generative Artificial Intelligence for Reflexive Qualitative Research (2025)Reflexive Accounts and Accounts of Reflexivity in Qualitative Data Analysis (2003)Social Constructionism (2015)Can I use TA? Should I use TA? Should I not use TA? Comparing reflexive thematic analysis and other pattern‐based qualitative analytic approaches (2020)How to Conduct AI-Assisted (Large Language Model-Assisted) Content Analysis in Information Science and Cyber Security Research (2025)Emergent possibilities: A sociotechnical approach to generative AI in discourse analysis (2026)ChatGPT outperforms crowd workers for text-annotation tasks (2023)Supporting Qualitative Analysis with Large Language Models: Combining Codebook with GPT-3 for Deductive Coding (2023)Science Communication in the Age of Artificial Intelligence (2025)Inter-Coder Agreement for Computational Linguistics (2008)Content Analysis: An Introduction to Its Methodology (2019)Measurement and Fairness (2021)Just Put a Human in the Loop? Investigating LLM-Assisted Annotation for Subjective Tasks (2025)Prompting the Machine: Introducing an LLM Data Extraction Method for Social Scientists (2025)Human-in-the-Loop Artificial Intelligence: A Systematic Review of Concepts, Methods, and Applications (2026)Content Analysis in Mass Communication: Assessment and Reporting of Intercoder Reliability (2002)False-Positive Psychology (2011)P-curve: A key to the file-drawer. (2013)The Threat of Analytic Flexibility in Using Large Language Models to Simulate Human Data (2026)
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Cited by

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  • 2024Start Generating: Harnessing Generative Artificial Intelligence for Sociological Research55 cited
  • 2025Keeping Humans in the Loop: Human-Centered Automated Annotation with Generative AI49 cited
  • 2025Using large language models for narrative analysis: a novel application of generative AI38 cited
  • 2024Prompt Stability Scoring for Text Annotation with Large Language Models34 cited
  • 2025ChatGPT’s Potential for Quantitative Content Analysis: Categorizing Actors in German News Articles10 cited
  • 2025A human-LLM collaborative annotation approach for screening articles on precision oncology randomized controlled trials6 cited

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