Print Join the Discussion View in the ACM Digital Library The mathematical reasoning performed by LLMs is fundamentally different from the rule-based symbolic methods in traditional formal reasoning.

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Just a few short months ago, back in November 2025, investors were writing OpenAI‘s obituary. That’s when Google unleashed Gemini 3, which actually looked like it had a better reasoning engine.

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