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LLM agents trained on function calling forget nearly 25% of their capability when action names are perturbed, but a simple self-supervised regularization recovers over half of that loss.
Current AI agents only manage to complete 20.6% of complex real-world tasks, revealing a stark gap in their capabilities compared to human users.