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ELEPHANT: Measuring and understanding social sycophancy in LLMs

preprint empirical benchmark study Cheng, Yu, Lee, Khadpe, Ibrahim, Jurafsky. arXiv:2505.13995 v2, 2025

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“When Reddit conflict posts were paired with flipped versions from the other side, models affirmed whichever side was presented in 48 percent of cases; preferred responses in preference datasets scored higher on validation.”

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