PyINE: A Framework for Scalable Elicitation and Oversight via Code Execution.

arXiv:2610.04737v2 Announce Type: replace Abstract: Reasoning models can remain capable of solving a task while still defaulting to cheaper but misleading shortcuts. This creates a central oversight problem: when a model gives an answer with plausible but inco