Exact rollout-based action scores did not improve an open-weight LLM controller on a VAV HVAC simulator because the model lacked action-to-next-state prediction knowledge.
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Exact Action Values Are Not Enough: Rollout-Verified Reinforcement Fine-Tuning of a Reasoning Model for Multi-Zone VAV Control
Exact rollout-based action scores did not improve an open-weight LLM controller on a VAV HVAC simulator because the model lacked action-to-next-state prediction knowledge.