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Best-worst comparisons and Plackett-Luce utility scores provide a cleaner method for evaluating agent configurations than average-score leaderboards. The approach uses MaxDiff-style judging where a model selects only the best and worst outputs per batch. This reveals interaction effects between model, prompt, and tool choices that isolated scoring misses.
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