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K. Sokratous

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Jul 2026

Reality Monitoring in Large Language Models: Self-Knowledge That Transforms with Conversation Memory

It is shown, across two experiments and six LLMs, that source attribution depends on how conversational memory is structured: ceiling accuracy for self-generated content under minimal memory demands reverses to a fragile external-item advantage once episodic delay removes that shortcut.

Saurabh Ranjan, K. Sokratous, Brian Odegaard · 0 citations

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