How Much Does the Hint Matter? Scope Conditions for Hindsight Self-Distillation in Financial Reasoning
arXiv:2610.36082v1 Announce Type: new 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 distillation narrows such gaps by supervi…
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- 2026-10-28 04:00 · arXiv cs.LG
How Much Does the Hint Matter? Scope Conditions for Hindsight Self-Distillation in Financial Reasoning