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Latent Reasoning Guidance for Parallel Code Translation
arXiv:2606.05518v1 Announce Type: new Abstract: Tackling complex coding tasks often requires autonomous agents and iterative repair pipelines. These increasingly rely on large amounts of test-time computation, often spending many decoding and repair steps before discovering whether a program compiles, runs, or validates. Executable parallel-code translation is an effective setting for earlier guidance because success is behavioral rather than textual.