MatEnv SmolLM2-360M

SmolLM2-360M-Instruct fine-tuned with LoRA on questions generated from the data and rules of Materials & the Environment (Chapters 1โ€“4). It answers directly, or emits a JSON call to the book's exact calculators. Chapter 5 runs it in the browser.

Held-out accuracy (240 questions with unseen phrasings): base {'tool': 0.0, 'direct': 0.158}, fine-tuned {'tool': 0.796, 'direct': 0.721}.

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