How Much Does the Hint Matter? Scope Conditions for Hindsight Self-Distillation in Financial Reasoning.

arXiv:2610.36082v1 Announce Type: cross Abstract: Financial institutions operating under data-residency constraints are restricted to open-weight models small enough to locally host, which trail frontier systems on multi-step quantitative reasoning. On-policy