Author

Dilshod Azizov

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Preprint Jul 2026

SymStep: Symbolic Step Verification for Logical Reasoning

SymStep: an LLM makes one atomic claim at a time (DEDUCE: Alice, pet, Cat), then a lightweight constraint propagator checks the claim for consistency with prior accepted deductions, rejects contradictions, and cascades implied facts automatically.

Aida Usmanova, Rui Gao, Dilshod Azizov et al. · 0 citations