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Humans outperform LLMs in strategic game (Colonel Blotto), raising questions on game-theoretic reasoning

arXiv tournament paper: 200+ humans vs. several LLMs in the Colonel Blotto game (high-dimensional strategy space, no pure Nash equilibrium). Humans consistently employed better strategies, suggesting LLMs lack intuition for strategic games.

WHY IT MATTERS

LLMs underperform humans in real-time strategic reasoning tasks (trading, bid management, resource allocation). Expect hybrid human-AI workflows to persist in competitive financial decision-making.

Source: arXiv · 2026-05-22

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Humans outperform LLMs in strategic game (Colonel Blotto), raising questions on game-theoretic reasoning — ath