CAST: Critique-Aware Supervision for Training Reliable Long-Horizon Tool-Calling Agents

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Benchmark	Model	Rank	Results
agents-on-taubench-airline	CAST Policy-4B + Critic-4B	–	Accuracy: 27.5
agents-on-taubench-retail	CAST Policy-8B	–	Accuracy: 30.0