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value-free reward shaping

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  1. Semantic Consistency Policy Optimization for Reinforcement Learning of LLM Agents

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    The researchers propose a method called Semantic Consistency Policy Optimization (SCPO) to address a problem in reinforcement learning of LLM agents. The issue is that these agents are trained for long-term, sparse…