LLMs produce lower-fidelity summaries of identical public comments when attributed to lower-status occupations like street vendors versus financial analysts, with inconsistent race effects and no gender effects.
Horowitz, Alexander W
2 Pith papers cite this work. Polarity classification is still indexing.
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LLMs compress U.S. climate opinion diversity and apply uniform gender assumptions that match reality for White and Hispanic Americans but misrepresent Black Americans.
citing papers explorer
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All Public Voices Are Equal, But Are Some More Equal Than Others to LLMs?
LLMs produce lower-fidelity summaries of identical public comments when attributed to lower-status occupations like street vendors versus financial analysts, with inconsistent race effects and no gender effects.
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How Large Language Models Systematically Misrepresent American Climate Opinions
LLMs compress U.S. climate opinion diversity and apply uniform gender assumptions that match reality for White and Hispanic Americans but misrepresent Black Americans.