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School of Artificial Intelligence and Data Science, University of Science and Technology of China
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Achieving 58.2% accuracy on conversational-memory tasks, ReFind shows that unstructured chat logs can rival complex memory systems when paired with intelligent search controls.
Fine-tuning not only enhances the decoder's access to existing audio token evidence but also reveals that crucial event information is already present before any adjustments are made.
Memory systems can recall facts perfectly but fail spectacularly at indirect queries, revealing a critical blind spot in AI memory interfaces.