LLMs suffer from persona collapse, where distinct assigned profiles lead to stereotyped and homogeneous outputs, with the most accurate per-persona models showing the strongest collapse.
school” may refer to education rather than age; “modest
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.CL 1years
2026 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
The Chameleon's Limit: Investigating Persona Collapse and Homogenization in Large Language Models
LLMs suffer from persona collapse, where distinct assigned profiles lead to stereotyped and homogeneous outputs, with the most accurate per-persona models showing the strongest collapse.