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Beyond Sycophancy: Structured Resistance and Compliance in LLM Moral Reasoning

Research LLMs & Foundation Models

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TL;DR - This study reframes LLM sycophancy as part of a broader, structured process governing resistance to and compliance with social influence. Understanding this process could help distinguish constructive belief revision from harmful deference in morally consequential interactions.

  • Models are more receptive to positions close to their initial judgments.
  • Views framed as the model’s own prior judgments exert greater influence.
  • Coalition structure and group pressure affect how models revise judgments.
  • The observed patterns parallel established phenomena in human social psychology.

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Beyond Sycophancy: Structured Resistance and Compliance in LLM Moral Reasoning

arXiv cs.AI Baihui Wang, Bernard Koch 2026-07-23 arXiv:2607.21558
Public signals Semantic Scholar citations 0 · Semantic Scholar influential citations 0
Providers: Hugging Face · N/A OpenAlex · N/A Publisher · N/A Semantic Scholar · Citations 0 · Influential citations 0 X · N/A Fetched 2026-08-17 09:55:25.093829 UTC

TL;DR - This study reframes LLM sycophancy as part of a broader, structured process governing resistance to and compliance with social influence. Understanding this process could help distinguish constructive belief revision from harmful deference in morally consequential interactions.

  • Models are more receptive to positions close to their initial judgments.
  • Views framed as the model’s own prior judgments exert greater influence.
  • Coalition structure and group pressure affect how models revise judgments.
  • The observed patterns parallel established phenomena in human social psychology.
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