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README.md
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@@ -41,7 +41,7 @@ Raffaele Pisano and Roberto Navigli, ACL 2026
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## Why PDDL2PRM?
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Process Reward Models aim to evaluate reasoning **step by step**, rather than judging only the final answer. This is crucial because language models can produce a correct final answer while still making invalid, inconsistent, or unsupported intermediate reasoning steps
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However, high-quality step-level supervision is difficult to obtain:
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- manual annotation is expensive and hard to scale;
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## Why PDDL2PRM?
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Process Reward Models aim to evaluate reasoning **step by step**, rather than judging only the final answer. This is crucial because language models can produce a correct final answer while still making invalid, inconsistent, or unsupported intermediate reasoning steps (Turpin et al., 2023; Lightman et al., 2024; Zheng et al., 2025; Molfese et al., 2026).
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However, high-quality step-level supervision is difficult to obtain:
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- manual annotation is expensive and hard to scale;
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