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README.md
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### Protocol and Metrics
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Fifteen model configurations were evaluated using the same ReAct-style agent framework and the same **Web Search**, **Visit**, and **Python** tools. GLM-5.1 served as the automated judge. On 50 randomly sampled evaluation instances annotated and adjudicated by eight finance professionals, the judge achieved a Cohen's
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### Protocol and Metrics
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Fifteen model configurations were evaluated using the same ReAct-style agent framework and the same **Web Search**, **Visit**, and **Python** tools. GLM-5.1 served as the automated judge. On 50 randomly sampled evaluation instances annotated and adjudicated by eight finance professionals, the judge achieved a Cohen's κ of **0.816** against the human reference labels at the atomic-criterion level.
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