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Stepwise-Querying: Distilling Reasoning without Access to Teacher Chain-of-Thought

Paper recorded by Signals 4 on 2026-10-30 in cs.CL. Abstract reproduced from arXiv; link to the original below.

Published 2026-10-30 on arXiv · recorded by Signals 4 on 2026-11-02

Category: cs.CL · 自然语言处理 · first seen 2026-11-02

Abstract

Reasoning distillation is widely used to transfer the reasoning capabilities of large language models to smaller students through teacher-generated supervision. In the black-box setting, however, teachers may expose only final answers and brief solutions, leaving intermediate calculations and validity conditions unavailable and thus limiting the reasoning supervision available for distillation. We

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#57 most recent of 628 cs.CL papers we have recorded · ↑ newer: Peeling the Matryoshka: Extracting Ontological Structure from Retrieva · ↓ older: Elucidating the Design Space of LM Data Attribution
Cite this page: Stepwise-Querying: Distilling Reasoning without Access to Teacher Chain-of-Thought: the #57 most recent of 628 cs.CL papers we have recorded (as of 2026-10-30). Source: Signals 4 (Signals API) — https://data.jiangzhang.ca/signals4/t/papers/stepwise-querying-distilling-reasoning-without-access-to-teacher-chain-of-though.html
Free to quote with attribution to “Signals 4 (Signals API)”. Machine-readable: papers.json
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