A hybrid LLM-plus-RL agent is described, but its performance table is explicitly illustrative and no code or data is provided, so the claimed gains are not established.
Soft Actor-Critic: Off-Policy Maximum Entropy Deep RL,
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Hybrid LLM-Augmented Reinforcement Learning Agents for Complex Sequential Decision Tasks
A hybrid LLM-plus-RL agent is described, but its performance table is explicitly illustrative and no code or data is provided, so the claimed gains are not established.