Paper A v3.2: partner v4 feedback integration (threshold-independent benchmark validation)
Partner v4 (signature_paper_draft_v4) proposed 3 substantive improvements; partner confirmed the 2013-2019 restriction was an error (sample stays 2013-2023). The remaining suggestions are adopted with our own data. ## New scripts - Script 22 (partner ranking): ranks all Big-4 auditor-years by mean max-cosine. Firm A occupies 95.9% of top-10% (base 27.8%), 3.5x concentration ratio. Stable across 2013-2023 (88-100% per year). - Script 23 (intra-report consistency): for each 2-signer report, classify both signatures and check agreement. Firm A agrees 89.9% vs 62-67% at other Big-4. 87.5% Firm A reports have BOTH signers non-hand-signed; only 4 reports (0.01%) both hand-signed. ## New methodology additions - III-G: explicit within-auditor-year no-mixing identification assumption (supported by Firm A interview evidence). - III-H: 4th Firm A validation line: threshold-independent evidence from partner ranking + intra-report consistency. ## New results section IV-H (threshold-independent validation) - IV-H.1: Firm A year-by-year cosine<0.95 rate. 2013-2019 mean=8.26%, 2020-2023 mean=6.96%, 2023 lowest (3.75%). Stability contradicts partner's hypothesis that 2020+ electronic systems increase heterogeneity -- data shows opposite (electronic systems more consistent than physical stamping). - IV-H.2: partner ranking top-K tables (pooled + year-by-year). - IV-H.3: intra-report consistency per-firm table. ## Renumbering - Section H (was Classification Results) -> I - Section I (was Ablation) -> J - Tables XIII-XVI new (yearly stability, top-K pooled, top-10% per-year, intra-report), XVII = classification (was XII), XVIII = ablation (was XIII). These threshold-independent analyses address the codex review concern about circular validation by providing benchmark evidence that does not depend on any threshold calibrated to Firm A itself. Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
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