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Benchmarking

34 summarised stories about Benchmarking, each linking back to the original source. Browse all topics →

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Friday, 11 September 2026

Google Research Releases ToolGrad: Answer-First Framework Hits 99.8% Pass Rate for Tool-Use Data Generation

MarkTechPost 1 month ago 12 ● 2 sources

Google Research released ToolGrad, a framework that generates tool-use training data by executing a verified tool chain first and then writing the matching query. ToolGrad raised pass rate from 63.8% to 99.8% on the ToolBench benchmark. This improves training-data efficiency and allows Gemma-3 fine-tunes from 500 samples to reach 83.1 on the Berkeley Function Calling Leaderboard using open code and models.

Putting Captions to the Test: Evaluating Video Caption Quality through Multiple-Choice Question Answering

Apple Machine Learning Research 1 month ago 17

The article proposes a new way to evaluate video caption quality for Visual Large Language Models that avoids penalizing valid differences in wording or focus. It measures caption quality by running multiple-choice question answering rather than relying on overlap with ground-truth references. As a result, evaluation is reframed around information fidelity and aims to give a more fine-grained quality analysis than existing one-dimensional metrics.

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