RATED: Reliability-Aware AI Agent Tool Retrieval via Execution Dynamics
RATED re-ranks AI agent tools from execution feedback, cutting fault selection from 86.2% to 2.9%.
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Critical-State RL: Diagnosing Trainable States for Multi-Turn Tool Use
Critical-State RL identifies which multi-turn tool-use calls to train, improving missing-function task performance about 14 points on BFCL v4.