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Achieving a score of 535.4, the Ultra-CC model not only surpassed the gold threshold but also outperformed the highest-scoring human contestant in competitive programming for the first time.
Open-source models can now solve 62% of SWE-bench problems, rivaling proprietary models, thanks to a novel two-stage training approach that first learns code semantics without execution, then refines with execution feedback.
