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LLMs can edit code 30% faster and cheaper without sacrificing accuracy, simply by learning to choose between generating full code and structure-aware diffs.
LLMs can bootstrap their code generation abilities without external supervision by leveraging semantic entropy to identify learnable tasks and behavioral consensus to filter noisy self-generated training signals.
