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LLMs lack core beliefs, failing to maintain stable worldviews under pressure

A new research paper explores whether Large Language Models (LLMs) possess core beliefs, akin to foundational truths that shape human worldviews. Using a framework called Adversarial Dialogue Trees across five domains, the study found that most LLMs struggle to maintain a stable worldview under conversational pressure. While newer models show improved stability, they ultimately fail to uphold key commitments, indicating a lack of a crucial component of human-level cognition. AI

Summary written by gemini-2.5-flash-lite from 1 source. How we write summaries →

IMPACT Investigates a potential limitation in LLM reasoning and worldview stability, suggesting current models lack a key component of human cognition.

RANK_REASON Academic paper investigating LLM capabilities. [lever_c_demoted from research: ic=1 ai=1.0]

Read on arXiv cs.LG →

COVERAGE [1]

  1. arXiv cs.LG TIER_1 · Anna Sokol, Marianna B. Ganapini, Nitesh V. Chawla ·

    Do LLMs have core beliefs?

    arXiv:2605.03255v1 Announce Type: new Abstract: The rise of Large Language Models (LLMs) has sparked debate about whether these systems exhibit human-level cognition. In this debate, little attention has been paid to a structural component of human cognition: core beliefs, truths…