PreciseCoder: Faithful and Generalizable Debugging Beyond Unit-Test Rewards.

arXiv:2610.18755v1 Announce Type: cross Abstract: Reinforcement learning (RL) from unit tests is the common recipe for post-training code models, but a unit test only asks whether the final program passes. We analyze what this unit-test-only reward teaches a m