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2025 1

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LLM Prompt Duel Optimizer: Efficient Label-Free Prompt Optimization

cs.CL · 2025-10-14 · unverdicted · novelty 6.0

Prompt Duel Optimizer uses dueling bandits and LLM-as-judge pairwise feedback with Double Thompson Sampling and top-performer mutation to find stronger prompts than label-free baselines on BBH and MS MARCO under limited comparison budgets.

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  • LLM Prompt Duel Optimizer: Efficient Label-Free Prompt Optimization cs.CL · 2025-10-14 · unverdicted · none · ref 16

    Prompt Duel Optimizer uses dueling bandits and LLM-as-judge pairwise feedback with Double Thompson Sampling and top-performer mutation to find stronger prompts than label-free baselines on BBH and MS MARCO under limited comparison budgets.