Conflict-Aware Logit Adapters for Utility-Preserving Anti-Distillation.

arXiv:2610.31046v1 Announce Type: new Abstract: While reasoning traces improve model capability, they also provide supervision signals for downstream distillation. Initial efforts to mitigate this issue rely on decoding-time interventions, but they incur high