Most concepts are articulable between LLMs, but identity- and social-group-anchored concepts show plateaus even with optimal messages and scaling.
Evaluating the Evaluators: Are readability metrics good measures of readability?
3 Pith papers cite this work, alongside 1 external citations. Polarity classification is still indexing.
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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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Articulation Upper Bounds for Language Models
Most concepts are articulable between LLMs, but identity- and social-group-anchored concepts show plateaus even with optimal messages and scaling.
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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.
- Explain Like I'm 5 or Whatever I Choose: Evaluating the Potential for Interactive Complexity in Language Model Responses