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What's in a Prompt?: A Large-Scale Experiment to Assess the Impact of Prompt Design on the Compliance and Accuracy of LLM-Generated Text Annotations

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2023ChatGPT outperforms crowd workers for text-annotation tasks1,193 cited
2023Should ChatGPT be biased? Challenges and risks of bias in large language models282 cited
2020Computational Identification of Media Frames: Strengths, Weaknesses, and Opportunities86 cited

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2025Synthetically generated text for supervised text analysis15 cited
2025Qualitative research with LLM chatbots: Technological reflexivity for interpretative technology8 cited
2025Arti-‘fickle’ intelligence: using LLMs as a tool for inference in the political and social sciences5 cited
2026How Does Prompt Anchoring Affect Large Language Model Outputs?1 cited

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