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Optimistic FTRL achieves linear convergence to Nash equilibria in harmonic games, a significant improvement over prior sublinear bounds.
Optimizing LLMs for generating multiple attempts (pass@k) can actually *hurt* their ability to get it right on the first try (pass@1) due to subtle prompt interference effects.