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Piotr Wilam

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Preprint Jul 2026

What, Where, and How: Disentangling the Roles of Task, Language, and Model in Code Model Representations

This work extends a recently introduced concept-circuit extraction method to a 2x2 design -- Python and Rust crossed with Qwen2.5-Coder-7B and DeepSeek-Coder-V1-6.7B -- and measures a complete inventory of grammatical concepts identically in all four cells.

Piotr Wilam · 0 citations