PilotRL trains LLM agents in three progressive reinforcement-learning stages (plan-following, plan generation, joint coordination) and reports state-of-the-art scores on six text-based agent benchmarks.
Order” is the sequential order of Stage 1, 2, and 3 during training. Specifically, “1 & 2 & 3
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PilotRL: Training Language Model Agents via Global Planning-Guided Progressive Reinforcement Learning
PilotRL trains LLM agents in three progressive reinforcement-learning stages (plan-following, plan generation, joint coordination) and reports state-of-the-art scores on six text-based agent benchmarks.