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Just Put a Human in the Loop? Investigating LLM-Assisted Annotation for Subjective Tasks

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2023ChatGPT outperforms crowd workers for text-annotation tasks1,338 cited
2023Can Large Language Models Transform Computational Social Science?676 cited
2023Performing an Inductive Thematic Analysis of Semi-Structured Interviews With a Large Language Model: An Exploration and Provocation on the Limits of the Approach301 cited
2025What's in a Prompt?: A Large-Scale Experiment to Assess the Impact of Prompt Design on the Compliance and Accuracy of LLM-Generated Text Annotations56 cited
2025Keeping Humans in the Loop: Human-Centered Automated Annotation with Generative AI49 cited
2024The LLM Effect: Are Humans Truly Using LLMs, or Are They Being Influenced By Them Instead?8 cited
2025Efficiency with Rigor! A Trustworthy LLM-powered Workflow for Qualitative Data Analysis1 cited

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2025Exploring the Digital Therapeutic Alliance: A Preliminary Analysis of Mental Health Chatbot Conversations1 cited

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