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1 Pith paper cite this work, alongside 2,925 external citations. Polarity classification is still indexing.

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cs.CL 1

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2026 1

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CONDITIONAL 1

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The Two-Process Theory of Machine Self-Report

cs.CL · 2026-07-22 · conditional · novelty 8.0

The single 'Pinocchio Axis' of LLM self-report splits into two independent, training-dependent dimensions—persona installation (B) and attribution gating (A)—measurable with a reproducible 48-item inventory.

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  • The Two-Process Theory of Machine Self-Report cs.CL · 2026-07-22 · conditional · none · ref 29

    The single 'Pinocchio Axis' of LLM self-report splits into two independent, training-dependent dimensions—persona installation (B) and attribution gating (A)—measurable with a reproducible 48-item inventory.