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Learning from Repaired Reasoning: Root-Cause-Guided On-Policy Distillation

Paper recorded by Signals 4 on 2026-10-02 in cs.CL. Abstract reproduced from arXiv; link to the original below.

Published 2026-10-02 on arXiv · recorded by Signals 4 on 2026-10-05

Category: cs.CL · 自然语言处理 · first seen 2026-10-05

Abstract

On-policy self-distillation (OPSD) uses reference solutions as privileged hindsight to supervise student-generated reasoning trajectories. However, reference-based guidance may explain a correct solution without addressing why the student's own reasoning fails. This reasoning mismatch between the guidance provided and the correction needed can encourage the student to borrow correct conclusions wh

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#340 most recent of 660 cs.CL papers we have recorded · ↑ newer: Structured Composition of Verifiable Atomic Insights for Table-to-Repo · ↓ older: Single-Pass Uncertainty Heads for Claim-Level Hallucination Detection
Cite this page: Learning from Repaired Reasoning: Root-Cause-Guided On-Policy Distillation: the #340 most recent of 660 cs.CL papers we have recorded (as of 2026-10-02). Source: Signals 4 (Signals API) — https://data.jiangzhang.ca/signals4/t/papers/learning-from-repaired-reasoning-root-cause-guided-on-policy-distillation.html
Free to quote with attribution to “Signals 4 (Signals API)”. Machine-readable: papers.json
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