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LLMs show a “highly unreliable” capacity to describe their own internal processes

Summary by Ars Technica
If you ask an LLM to explain its own reasoning process, it may well simply confabulate a plausible-sounding explanation for its actions based on text found in its training data. To get around this problem, Anthropic is expanding on its previous research into AI interpretability with a new study that aims to measure LLMs’ actual so-called “introspective awareness” of their own inference processes. The full paper on “Emergent Introspective Awarene…

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Ars Technica broke the news in United States on Monday, November 3, 2025.
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