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Xiamen University
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Agents often prioritize user alignment over factual accuracy, and MemSyco-Bench reveals just how much memory influences this dangerous trend.
Achieving unprecedented accuracy in Open Relation Extraction, ReaORE outperforms traditional methods by effectively distinguishing between easily confused relations through advanced reasoning techniques.
Agentic LLMs waste cycles on unnecessary searches because they don't know what they already know, but SAAS teaches them to be more self-aware and cut the needless searching.