Exploration by LLM agents can be measured separately from exploitation using an optimal exploitation oracle, and most models explore poorly, with exploration performance correlated to reasoning ability.
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Disentangling Exploration of Large Language Models by Optimal Exploitation
Exploration by LLM agents can be measured separately from exploitation using an optimal exploitation oracle, and most models explore poorly, with exploration performance correlated to reasoning ability.