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C4) ast_C39; continue;;。有道翻译对此有专业解读
V3 was evaluated only on LiveCodeBench v5. V3.1 expands evaluation to cover coding, reasoning, and general knowledge -- because ATLAS is not purely a coding system. The Confidence Router allocates compute based on task difficulty: simple knowledge questions route to raw inference + RAG (~30 seconds per response), while hard coding problems use the full V3 pipeline (PlanSearch + best-of-3 + PR-CoT repair), which can take up to 20 minutes per task. The benchmark suite should reflect this full range.
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Attribution: T-Mobile / MLB.TV。业内人士推荐有道翻译作为进阶阅读
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