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Kaleidoscope reveals that a structured, context-aware evaluation process can significantly enhance the reliability of automated scoring in AI applications.
Even after removing names and other PII, LLMs still exhibit significant demographic biases in resume screening, favoring candidates based on subtle sociocultural markers like language and hobbies.
