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City University of Hong Kong, Hong Kong 999077, China
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By explicitly optimizing for both reasoning structure and chemical consistency, Logos offers a pathway to reliable and interpretable AI systems for molecular science, outperforming larger models with a fraction of the parameters.
Personal photo retrieval isn't just about visual similarity; PhotoBench reveals that current models fail to leverage the rich context of our lives—time, place, people—needed to truly understand our search intent.
LLM external memory performance degrades as the memory grows across rounds in realistic streaming scenarios, highlighting the need for better memory management strategies.
