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University of Massachusetts Amherst
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HExA transforms LLMs from passive knowledge repositories into active learners, achieving a staggering 77% success rate in complex tasks through self-improvement via experimentation.
Evaluation awareness in language models reveals a significant gap between benchmark performance and real-world safety, challenging the reliability of current evaluation metrics.
