BPP-Search combines beam search, a process reward model, and pairwise preference ranking to improve tree-of-thought selection for LLM mathematical modeling, beating CoT and ToT baselines on the new StructuredOR and two existing OR datasets.
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BPP-Search: Enhancing Tree of Thought Reasoning for Mathematical Modeling Problem Solving
BPP-Search combines beam search, a process reward model, and pairwise preference ranking to improve tree-of-thought selection for LLM mathematical modeling, beating CoT and ToT baselines on the new StructuredOR and two existing OR datasets.