Microsoft's EvoLib Turns Experience into Evolving Knowledge for LLMs
Microsoft Research introduces EvoLib, a framework that converts LLM experiences into reusable skills and insights, enabling models to learn and adapt across tasks after deployment. This approach addresses the limitation that LLMs don't improve simply by retaining more information.
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