TCPO improves multi-turn LLM RL by converting verifier scores into turn-level credit via three reference-based comparisons, beating baseline methods on math, code, and agent tasks.
Rein- forcing multi-turn reasoning in llm agents via turn-level credit assignment
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TCPO: Turn-Level Credit Policy Optimization
TCPO improves multi-turn LLM RL by converting verifier scores into turn-level credit via three reference-based comparisons, beating baseline methods on math, code, and agent tasks.