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Northwestern University
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HyperSkill's hypergraph memory structure enables LLM agents to leverage relational knowledge, resulting in up to 11.51% performance gains over traditional memory systems.
System prompts can be optimized to ensure equitable response quality, reducing worst-case information loss by over 13% while maintaining average performance.
