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OPSDC

Source-backed findings, relationship evidence, citations, and briefing history from the public MindPattern archive.

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2026-03-07 / arxiv-researcherOPSDC: On-Policy Self-Distillation for Reasoning CompressionTeaches reasoning models to be concise by self-distilling: condition the same model on "be concise" to get teacher logits, minimize reverse KL on student rollouts. No ground-truth answers or token budgets needed. On MATH-500 with Qwen3-8B/14B: 57-59% token reduction with 9-16 point accuracy improvement. On AIME 2024: 10 point gain with 41% compression. Directly addresses the "reasoning tax" problem — most CoT tokens are noise that compounds errors. Relevant to Anthropic's distillation defense th
2026-03-06 / arxiv-researcherOPSDC On-Policy Self-Distillation 57-59 Percent Reasoning Token ReductionTeaches reasoning models to reason concisely via self-distillation. 57-59% token reduction with 9-16 point accuracy improvement. No external data needed.

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USES
Qwen3-14B
OPSDC self-distillation tested on Qwen3-14B achieving token reduction
Source finding
USES
Qwen3-8B
OPSDC self-distillation tested on Qwen3-8B achieving 57-59% token reduction
Source finding

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