HERAKLES couples a language-model planner to a small, continually retrained skill executor and outperforms three baselines on the 17-goal Crafter benchmark, scaling better to reworded and repeated goals.
This is repeatedN times; the actual next skill is drawn from the distribution of LLM-assigned token likelihoods, encouraging diversity
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HERAKLES: Hierarchical Skill Compilation for Open-ended LLM Agents
HERAKLES couples a language-model planner to a small, continually retrained skill executor and outperforms three baselines on the 17-goal Crafter benchmark, scaling better to reworded and repeated goals.