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Francesco Giannuzzo

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Preprint Jul 2026

Execution-First Synthetic Tool-Use Trace Generation for LLM Agents

SyntheticAgentTraceQA is proposed, an execution- first framework for generating scalable supervision data for tool- augmented agents and shows that execution-grounded supervision improves tool execution behavior, reference-trace agreement, and answer-generation performance on the evaluated tasks.

Hafsa Ouajdi, Francesco Giannuzzo, Alaa Boukhary et al. · 1 citation · ⚡1