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human-ai interaction 1sycophantic ai 1trust 1user perception 1warning labels 1

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cs.CL2025

ELEPHANT: Measuring and understanding social sycophancy in LLMs

Myra Cheng, Sunny Yu, Cinoo Lee +3

LLMs are known to exhibit sycophancy: agreeing with and flattering users, even at the cost of correctness. Prior work measures sycophancy only as direct agreement with users' expli…

cs.CL2025

Can Unconfident LLM Annotations Be Used for Confident Conclusions?

Kristina Gligorić, Tijana Zrnic, Cinoo Lee +2

Large language models (LLMs) have shown high agreement with human raters across a variety of tasks, demonstrating potential to ease the challenges of human data collection. In comp…