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The Thinking Ledger

How much of a reasoning model's output is actually thinking? For three model tiers at three task difficulties, stacked bars show thinking tokens dwarfing output — then a scheme matrix shows which verification schemes can see the thinking and which attest to the answer alone.

chart SVG LLMsZero-KnowledgeInfrastructure Jun 21, 2026
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The Thinking Ledger — tap a difficulty tab to change task complexity · tap a scheme row to see its coverage detail · data as of · DeepSeek-R1 paper (arXiv:2501.12948); CoIn audit paper (arXiv:2505.13778) ↗ open artifact ↗

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