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against 50/50 bots, but one-sided could not. For models of 56% accuracy, even one-sided bots could compete, and two-sided did not help. What Happened Next? Accuracy Went Up We rolled out two-sided model-based bots, and provided affordances for more accurate models. What happened then? New