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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.
Explicitly optimizing grounded context at multiple stages can dramatically reduce hallucinations and enhance the reliability of multimodal reasoning in LLMs.
FoCo revolutionizes Zero-Shot Composed Image Retrieval by enabling models to learn complex semantic modifications without predefined composition rules.