Add Paper A (IEEE TAI) complete draft with Firm A-calibrated dual-method classification

Paper draft includes all sections (Abstract through Conclusion), 36 references, and supporting scripts. Key methodology: Cosine similarity + dHash dual-method verification with thresholds calibrated against known-replication firm (Firm A). Includes: - 8 section markdown files (paper_a_*.md) - Ablation study script (ResNet-50 vs VGG-16 vs EfficientNet-B0) - Recalibrated classification script (84,386 PDFs, 5-tier system) - Figure generation and Word export scripts - Citation renumbering script ([1]-[36]) - Signature analysis pipeline (12 steps) - YOLO extraction scripts Three rounds of AI review completed (GPT-5.4, Claude Opus 4.6, Gemini 3 Pro). Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
2026-04-06 23:05:33 +08:00
parent 21df0ff387
commit 939a348da4
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+#!/bin/bash
+# Build complete Paper A Word document from section markdown files
+# Uses pandoc with embedded figures
+
+PAPER_DIR="/Volumes/NV2/pdf_recognize/paper"
+FIG_DIR="/Volumes/NV2/PDF-Processing/signature-analysis/paper_figures"
+OUTPUT="$PAPER_DIR/Paper_A_IEEE_TAI_Draft_v2.docx"
+
+# Create combined markdown with title page
+cat > "$PAPER_DIR/_combined.md" << 'TITLEEOF'
+---
+title: "Automated Detection of Digitally Replicated Signatures in Large-Scale Financial Audit Reports"
+author: "[Authors removed for double-blind review]"
+date: ""
+geometry: margin=1in
+fontsize: 11pt
+---
+
+TITLEEOF
+
+# Append each section (strip the # heading line if it duplicates)
+for section in \
+    paper_a_abstract.md \
+    paper_a_impact_statement.md \
+    paper_a_introduction.md \
+    paper_a_related_work.md \
+    paper_a_methodology.md \
+    paper_a_results.md \
+    paper_a_discussion.md \
+    paper_a_conclusion.md \
+    paper_a_references.md
+do
+    echo "" >> "$PAPER_DIR/_combined.md"
+    # Strip HTML comments and append
+    sed '/^<!--/,/-->$/d' "$PAPER_DIR/$section" >> "$PAPER_DIR/_combined.md"
+    echo "" >> "$PAPER_DIR/_combined.md"
+done
+
+# Insert figure references as actual images
+# Fig 1 after "Fig. 1 illustrates"
+sed -i '' "s|Fig. 1 illustrates the overall architecture.|Fig. 1 illustrates the overall architecture.\n\n![Fig. 1. Pipeline architecture for automated signature replication detection.]($FIG_DIR/fig1_pipeline.png){width=100%}\n|" "$PAPER_DIR/_combined.md"
+
+# Fig 2 after "Fig. 2 presents the cosine"
+sed -i '' "s|Fig. 2 presents the cosine similarity distributions|Fig. 2 presents the cosine similarity distributions|" "$PAPER_DIR/_combined.md"
+sed -i '' "/^Fig. 2 presents the cosine/a\\
+\\
+![Fig. 2. Cosine similarity distributions: intra-class vs. inter-class. KDE crossover at 0.837.]($FIG_DIR/fig2_intra_inter_kde.png){width=60%}\\
+" "$PAPER_DIR/_combined.md"
+
+# Fig 3 after "Fig. 3 presents"
+sed -i '' "/^Fig. 3 presents/a\\
+\\
+![Fig. 3. Per-signature best-match cosine similarity: Firm A vs. other CPAs.]($FIG_DIR/fig3_firm_a_calibration.png){width=60%}\\
+" "$PAPER_DIR/_combined.md"
+
+# Fig 4 after "we compared three pre-trained"
+sed -i '' "/^To validate the choice of ResNet-50.*we conducted/a\\
+\\
+![Fig. 4. Ablation study: backbone comparison.]($FIG_DIR/fig4_ablation.png){width=100%}\\
+" "$PAPER_DIR/_combined.md"
+
+# Build with pandoc
+pandoc "$PAPER_DIR/_combined.md" \
+    -o "$OUTPUT" \
+    --reference-doc=/dev/null \
+    -f markdown \
+    --wrap=none \
+    2>&1
+
+# If reference-doc fails, try without it
+if [ $? -ne 0 ]; then
+    pandoc "$PAPER_DIR/_combined.md" \
+        -o "$OUTPUT" \
+        -f markdown \
+        --wrap=none \
+        2>&1
+fi
+
+# Clean up
+rm -f "$PAPER_DIR/_combined.md"
+
+echo "Output: $OUTPUT"
+ls -lh "$OUTPUT"