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LLMs calling tools get a 36% accuracy boost by reflecting on execution errors and retrieving relevant troubleshooting docs, not just official documentation.
LLMs still struggle to effectively use tools in realistic API environments, achieving only 7-47% task completion rates on a new benchmark of 2500+ live APIs.
