AoA proves theorems by editing a JSON-AST proof tree for the new Minilang language, reporting 2.9–6.9x fewer tokens and 2.3–4.7x lower API cost than Amazon's Isabelle agent with equal or better pass rates.
Neural theorem proving for verification conditions: A real-world benchmark,
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AoA: Theorem Proving Agent over Abstract Syntax Tree of Redesigned Language
AoA proves theorems by editing a JSON-AST proof tree for the new Minilang language, reporting 2.9–6.9x fewer tokens and 2.3–4.7x lower API cost than Amazon's Isabelle agent with equal or better pass rates.