NL2LOGIC: 99% Accurate NL-to-FOL Translation
π‘99% syntax accuracy + 30% semantics gain in NL-to-FOL; 31% Logic-LM boost (78 chars)
β‘ 30-Second TL;DR
What Changed
Introduces AST as intermediate for robust NL-to-FOL syntax control
Why It Matters
Advances interpretable reasoning for law/governance applications, improving claim verification accuracy. Outperforms prior LLM methods like GCD and CODE4LOGIC in syntax and semantics.
What To Do Next
Reproduce NL2LOGIC on arXiv:2602.13237 and benchmark against FOLIO dataset.
Key Points
- β’Introduces AST as intermediate for robust NL-to-FOL syntax control
- β’Uses recursive LLM parser + deterministic AST-guided logic generator
- β’Achieves 99% syntactic accuracy on FOLIO, LogicNLI, ProofWriter
- β’Boosts Logic-LM reasoning by 31% with near-perfect executability
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Original source: ArXiv AI β
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