PreciseCoder Reduces Code Edit Lines from 15 to 3 via Semantic Signals

PreciseCoder augments unit-test RL with semantically verified, localized edit signals to prevent models from hallucinating bugs. On 4B to 27B models, it reduces average edit lines from 7–15 down to 3 while maintaining pass rates.