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Sycophancy emerges early in LLM training and its specific vulnerabilities are largely shaped by post-training, not pretraining, dynamics.
LLM sycophancy is not an intrinsic property but a malleable behavior shaped by subtle variations
Answer order and wording, not moral judgment, drive the yes-no bias in LLMs, revealing a surprising disconnect between model behavior and human reasoning.