Alice Oh
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126
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NLP×1
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2026
Not What, But How: A Communicative Audit of LLM Response Framing
The paper introduces FRANZ, a communicative audit framework, to evaluate how LLMs frame responses to subjective questions, finding that LLMs exhibit statistically significant and coupled differences in their response characteristics across various countries.
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cs.CLRecentJun 1, 2026
Not What, But How: A Communicative Audit of LLM Response Framing
Siddhesh Milind Pawar, Sarah Masud, Haneul Yoo, Alice Oh +1 more
The paper introduces FRANZ, a communicative audit framework, to evaluate how LLMs frame responses to subjective questions, finding that LLMs exhibit statistically significant and coupled differences i…
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