From 4bb7aa9189a6427c73024210f8f539b4af1aad78 Mon Sep 17 00:00:00 2001 From: gbanyan Date: Mon, 27 Apr 2026 20:23:08 +0800 Subject: [PATCH] Paper A v3.18.2: address codex GPT-5.5 round-16 Minor-Revision findings Codex independent peer review (paper/codex_review_gpt55_v3_18_1.md) audited empirical claims against scripts/JSON reports rather than rubber-stamping prior Accept verdicts. Verdict: Minor Revision. This commit addresses every flagged item. - Soften mechanism-identification language (Results IV-D.1, Discussion B): per-signature cosine "fails to reject unimodality" rather than "reflects a single dominant generative mechanism"; framing tied to joint evidence. - Replace overabsolute "single stored image" with multi-template phrasing in Introduction and Methodology III-A. - Reframe Methodology III-H so practitioner knowledge is non-load-bearing; evidentiary basis is the paper's own image evidence. - Fix stale section cross-references after the v3.18 retitling: IV-F.* -> IV-G.* in 11 locations across methodology and results. - Fix 0.941 / 0.945 / 0.9407 wording in Methodology III-K to use the calibration-fold P5 = 0.9407 and the rounded sensitivity cut 0.945. - Soften "sharp discontinuity" in Results IV-G.3 to "23-28 percentage-point gap consistent with firm-wide non-hand-signing practice". - Soften Conclusion's "directly generalizable" with explicit conditions on analogous anchors and artifact-generation physics. - Add Appendix B: table-to-script provenance map (15 manuscript tables mapped to generating scripts and JSON report artifacts). - New script signature_analysis/28_byte_identity_decomposition.py produces reproducible artifacts for two previously-unverified claims: (a) 145 / 50 / 180 / 35 Firm A byte-identity decomposition (verified); (b) cross-firm dual-descriptor convergence -- corrected from the previous manuscript text "non-Firm-A 11.3% vs Firm A 58.7% (5x)" to the database-verified "non-Firm-A 42.12% vs Firm A 88.32% (~2.1x)". - Clarify scripts 19 / 21 docstrings: legacy EER / FRR / Precision / F1 helpers are retained for diagnostic use only and are NOT cited as biometric performance in the paper. Remove "interview evidence" wording. - Rebuild Paper_A_IEEE_Access_Draft_v3.docx. Co-Authored-By: Claude Opus 4.7 (1M context) --- paper/Paper_A_IEEE_Access_Draft_v3.docx | Bin 285021 -> 285624 bytes paper/paper_a_appendix_v3.md | 27 +++ paper/paper_a_conclusion_v3.md | 2 +- paper/paper_a_introduction_v3.md | 2 +- paper/paper_a_methodology_v3.md | 24 +-- paper/paper_a_results_v3.md | 15 +- .../19_pixel_identity_validation.py | 43 ++-- signature_analysis/21_expanded_validation.py | 35 ++- .../28_byte_identity_decomposition.py | 204 ++++++++++++++++++ 9 files changed, 299 insertions(+), 53 deletions(-) create mode 100644 signature_analysis/28_byte_identity_decomposition.py diff --git a/paper/Paper_A_IEEE_Access_Draft_v3.docx b/paper/Paper_A_IEEE_Access_Draft_v3.docx index 4042af1a604334f5cc27d132e46946f33e657e79..a08e58280dbf091649aa3f65ba9a0f478cf38637 100644 GIT binary patch delta 45313 zcmV((K;XaKvJtqq5e!gE0|XQR000O8VxqAO$^immqO;fm9{~blqOcFoGQs%oM9pzyJokyD$tG*zxWc z1Kuyj8dw-GV8B=y@Ryx`GQjlC&+vOamtcS7MXIh*bKyZxDKp84IC0KXf! 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transitions This observation supports the main-text decision to use BD/McCrary as a density-smoothness diagnostic rather than as a threshold estimator and reinforces the joint reading of Section IV-D that per-signature similarity does not form a clean two-mechanism mixture. Raw per-bin $Z$ sequences and $p$-values for every (variant, bin-width) panel are available in the supplementary materials. + +# Appendix B. Table-to-Script Provenance + +For reproducibility, the following table maps each numerical table in Section IV to the analysis script that produces its underlying values and to the JSON / Markdown report file emitted by that script. Scripts referenced are under `signature_analysis/` and reports under the project's `reports/` tree. + + + +The table-to-script mapping above is intended as a navigation aid for replicators. All scripts run deterministically under the fixed random seeds documented in the supplementary materials; report files are committed alongside the scripts so that each numerical claim in Section IV traces to a specific JSON field rather than to an undocumented intermediate computation. diff --git a/paper/paper_a_conclusion_v3.md b/paper/paper_a_conclusion_v3.md index e554f53..b13de1d 100644 --- a/paper/paper_a_conclusion_v3.md +++ b/paper/paper_a_conclusion_v3.md @@ -27,5 +27,5 @@ Several directions merit further investigation. Domain-adapted feature extractors, trained or fine-tuned on signature-specific datasets, may improve discriminative performance beyond the transferred ImageNet features used in this study. Extending the analysis to auditor-year units---computing per-signature statistics within each fiscal year and tracking how individual CPAs move across years---could reveal within-CPA transitions between hand-signing and non-hand-signing over the decade and is the natural next step beyond the cross-sectional analysis reported here. The pipeline's applicability to other jurisdictions and document types (e.g., corporate filings in other countries, legal documents, medical records) warrants exploration. -The replication-dominated calibration strategy and the pixel-identity anchor technique are both directly generalizable to settings in which (i) a reference subpopulation has a known dominant mechanism and (ii) the target mechanism leaves a byte-level signature in the artifact itself. +The replication-dominated calibration strategy and the pixel-identity anchor technique are both generalizable to settings in which (i) a reference subpopulation has a known dominant mechanism and (ii) the target mechanism leaves a byte-level signature in the artifact itself, conditional on the availability of analogous anchors in the new domain and on artifact-generation physics that preserve the byte-level trace. Finally, integration with regulatory monitoring systems and a larger negative-anchor study---for example drawing from inter-CPA pairs under explicit accountant-level blocking---would strengthen the practical deployment potential of this approach. diff --git a/paper/paper_a_introduction_v3.md b/paper/paper_a_introduction_v3.md index 971f138..5949be8 100644 --- a/paper/paper_a_introduction_v3.md +++ b/paper/paper_a_introduction_v3.md @@ -9,7 +9,7 @@ While the law permits either a handwritten signature or a seal, the CPA's attest The digitization of financial reporting has introduced a practice that complicates this intent. As audit reports are now routinely generated, transmitted, and archived as PDF documents, it is technically and operationally straightforward to reproduce a CPA's stored signature image across many reports rather than re-executing the signing act for each one. This reproduction can occur either through an administrative stamping workflow---in which scanned signature images are affixed by staff as part of the report-assembly process---or through a firm-level electronic signing system that automates the same step. -From the perspective of the output image the two workflows are equivalent: both yield a pixel-level reproduction of a single stored image on every report the partner signs off, so that signatures on different reports of the same partner are identical up to reproduction noise. +From the perspective of the output image the two workflows are equivalent: both can reproduce one or more stored signature images, producing same-CPA signatures that are identical or near-identical up to reproduction, scanning, compression, and template-variant noise. We refer to signatures produced by either workflow collectively as *non-hand-signed*. Although this practice may fall within the literal statutory requirement of "signature or seal," it raises substantive concerns about audit quality, as an identically reproduced signature applied across hundreds of reports may not represent meaningful individual attestation for each engagement. The accounting literature has long examined the audit-quality consequences of partner-level engagement transparency: studies of partner-signature mandates in the United Kingdom find measurable downstream effects [31], cross-jurisdictional evidence on individual partner signature requirements highlights similar quality channels [32], and Taiwan-specific evidence on mandatory partner rotation documents how individual-partner identification interacts with audit-quality outcomes [33]. diff --git a/paper/paper_a_methodology_v3.md b/paper/paper_a_methodology_v3.md index 6a73ca6..85add61 100644 --- a/paper/paper_a_methodology_v3.md +++ b/paper/paper_a_methodology_v3.md @@ -7,7 +7,7 @@ Fig. 1 illustrates the overall architecture. The pipeline takes as input a corpus of PDF audit reports and produces, for each document, a classification of its CPA signatures along a confidence continuum anchored on whole-sample Firm A percentile heuristics and validated against a byte-level pixel-identity positive anchor and a large random inter-CPA negative anchor. Throughout this paper we use the term *non-hand-signed* rather than "digitally replicated" to denote any signature produced by reproducing a previously stored image of the partner's signature---whether by administrative stamping workflows (dominant in the early years of the sample) or firm-level electronic signing systems (dominant in the later years). -From the perspective of the output image the two workflows are equivalent: both reproduce a single stored image so that signatures on different reports from the same partner are identical up to reproduction noise. +From the perspective of the output image the two workflows are equivalent: both can reproduce one or more stored signature images, producing same-CPA signatures that are identical or near-identical up to reproduction, scanning, compression, and template-variant noise. -Firm A's per-signature cosine distribution is *unimodal* ($p = 0.17$), reflecting a single dominant generative mechanism (non-hand-signing) with a long left tail attributable to within-firm heterogeneity in signing outputs (Section III-G discusses the scope of partner-level claims). +Firm A's per-signature cosine distribution *fails to reject unimodality* ($p = 0.17$), a pattern consistent with a dominant high-similarity regime plus a long left tail attributable to within-firm heterogeneity in signing outputs (Section III-G discusses the scope of partner-level claims). The all-CPA cosine distribution, which mixes many firms with heterogeneous signing practices, is *multimodal* ($p < 0.001$). -The Firm A unimodal-long-tail finding is the structural evidence that supports the replication-dominated framing (Section III-H): a single dominant mechanism plus residual within-firm heterogeneity, rather than two cleanly separated mechanisms. +The Firm A unimodal-long-tail finding is, in conjunction with the byte-identity, partner-ranking, and intra-report evidence reported below, consistent with the replication-dominated framing (Section III-H): a dominant high-similarity regime plus residual within-firm heterogeneity, rather than two cleanly separated mechanisms. ### 2) Burgstahler-Dichev / McCrary Density-Smoothness Diagnostic @@ -204,7 +204,7 @@ Under this proper test the two extreme rules agree across folds (cosine $> 0.837 The operationally relevant rules in the 85–95% capture band differ between folds by 1–5 percentage points ($p < 0.001$ given the $n \approx 45\text{k}/15\text{k}$ fold sizes). Both folds nevertheless sit in the same replication-dominated regime: every calibration-fold rate in the 85–99% range has a held-out counterpart in the 87–99% range, and the operational dual rule cosine $> 0.95$ AND $\text{dHash}_\text{indep} \leq 8$ captures 89.40% of the calibration fold and 91.54% of the held-out fold. The modest fold gap is consistent with within-Firm-A heterogeneity in replication intensity: the random 30% CPA sample evidently contained proportionally more high-replication CPAs. -We therefore interpret the held-out fold as confirming the qualitative finding (Firm A is strongly replication-dominated across both folds) while cautioning that exact rates carry fold-level sampling noise that a single 30% split cannot eliminate; the threshold-independent partner-ranking analysis (Section IV-F.2) is the cross-check that is robust to this fold variance. +We therefore interpret the held-out fold as confirming the qualitative finding (Firm A is strongly replication-dominated across both folds) while cautioning that exact rates carry fold-level sampling noise that a single 30% split cannot eliminate; the threshold-independent partner-ranking analysis (Section IV-G.2) is the cross-check that is robust to this fold variance. ### 3) Operational-Threshold Sensitivity: cos $> 0.95$ vs cos $> 0.945$ @@ -332,7 +332,7 @@ A report is "in agreement" if both signature labels fall in the same coarse buck Firm A achieves 89.9% intra-report agreement, with 87.5% of Firm A reports having *both* signers classified as non-hand-signed and only 4 reports (0.01%) having both classified as likely hand-signed. The other Big-4 firms (B, C, D) and non-Big-4 firms cluster at 62-67% agreement, a 23-28 percentage-point gap. -This sharp discontinuity in intra-report agreement between Firm A and the other firms is the pattern predicted by firm-wide (rather than partner-specific) non-hand-signing practice. +This 23-28 percentage-point gap in intra-report agreement between Firm A and the other firms is consistent with firm-wide (rather than partner-specific) non-hand-signing practice; we do not claim a sharp discontinuity in the formal sense, since classifier calibration, firm-specific document-production pipelines, and signer-mix differences could each contribute to gap magnitude. We note that this test uses the calibrated classifier of Section III-K rather than a threshold-free statistic; the substantive evidence lies in the *cross-firm gap* between Firm A and the other firms rather than in the absolute agreement rate at any single firm, and that gap is robust to moderate shifts in the absolute cutoff so long as the cutoff is applied uniformly across firms. @@ -341,7 +341,7 @@ We note that this test uses the calibrated classifier of Section III-K rather th Table XVII presents the final classification results under the dual-descriptor framework with Firm A-calibrated thresholds for 84,386 documents. The document count (84,386) differs from the 85,042 documents with any YOLO detection (Table III) because 656 documents carry only a single detected signature, for which no same-CPA pairwise comparison and therefore no best-match cosine / min dHash statistic is available; those documents are excluded from the classification reported here. We emphasize that the document-level proportions below reflect the *worst-case aggregation rule* of Section III-K: a report carrying one stamped signature and one hand-signed signature is labeled with the most-replication-consistent of the two signature-level verdicts. -Document-level rates therefore represent the share of reports in which *at least one* signature is non-hand-signed rather than the share in which *both* are; the intra-report agreement analysis of Section IV-F.3 (Table XVI) reports how frequently the two co-signers share the same signature-level label within each firm, so that readers can judge what fraction of the non-hand-signed document-level share corresponds to fully non-hand-signed reports versus mixed reports. +Document-level rates therefore represent the share of reports in which *at least one* signature is non-hand-signed rather than the share in which *both* are; the intra-report agreement analysis of Section IV-G.3 (Table XVI) reports how frequently the two co-signers share the same signature-level label within each firm, so that readers can judge what fraction of the non-hand-signed document-level share corresponds to fully non-hand-signed reports versus mixed reports.