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Google Research, the University of Tokyo, RIKEN AIP, and Tohoku University introduced ToolGrad, an answer-first framework that generates tool-use training data by building verified tool chains before writing queries. Gemma-3 models fine-tuned on 500 ToolGrad samples achieve scores comparable to frontier proprietary models on the Berkeley Function Calling Leaderboard.
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