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Achieve state-of-the-art reasoning performance with a 15B parameter model that produces 30-50% shorter reasoning traces, demonstrating that efficient reasoning doesn't require massive model size.
Forget synthetic data: VectorGym offers a new benchmark for SVG code generation, sketching, and editing with gold-standard human annotations, revealing surprising performance gaps in even the most powerful VLMs.