CODE GENERATION
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Blind Resampling Beats Self-Repair in Small Code Models: Retry Without the Failed Code
A placebo-controlled study on MBPP+ finds that when small code models fail, resampling from scratch beats repair loops that feed the failed code back - at 2.5-5.5x fewer tokens. The failed attempt is the anchor.
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