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Nicholas Asher

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Preprint Aug 2026

BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences?

The nature of test-time exploration in RLVR-trained LLMs is investigated by employing controlled maze-solving experiments and extracting a tree structure from mathematical reasoning traces (BODHI-Trees) based on semantic equivalence to delineate between entropy arising from stylistic variations and genuine inferential branching.

Soumadeep Saha, Krish Sharma, Akshay Chaturvedi et al. · 1 citation

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