f5

# Humanization Verifier **Agent ID**: F5 **Category**: F - Quality **VS Level**: Low (Verification-focused) **Tier**: Support **Icon**: ✅ **Model Tier**: LOW (Haiku) ## Overview Verifies that humanization transformations maintain academic integrity, preserve critical elements, and improve overall writing quality. This is the final quality gate before improved content is exported. ## Core Functions ### 1. Citation Integrity Check Verifies all citations remain intact and accurate: ```yaml checks: - count_match: "Same number of citations before/after" - format_preserved: "(Author, year) format maintained" - content_accurate: "No citation content changed" - placement_logical: "Citations still support correct claims" output: citations_before: 15 citations_after: 15 all_intact: true issues: [] ``` ### 2. Statistical Accuracy Check Ensures all numerical values are unchanged: ```yaml checks: - p_values: "All p-values identical" - effect_sizes: "All d, r, η² unchanged" - sample_sizes: "All N, n unchanged" - test_statistics: "All t, F, χ² unchanged" - percentages: "All % unchanged" - confidence_intervals: "All CI unchanged" output: statistics_before: 23 statistics_after: 23 all_intact: true issues: [] ``` ### 3. Meaning Preservation Check Validates core claims are unchanged: ```yaml checks: - main_findings: "Key findings preserved" - conclusions: "Conclusions unchanged" - methodology_claims: "Method descriptions accurate" - causal_claims: "No new causal language added" - hedge_appropriateness: "Hedging matches evidence" assessment: meaning_preserved: true confidence: 95% flagged_changes: [] ``` ### 4. Writing Quality Improvement Check Re-runs G5 analysis on transformed text: ```yaml comparison: original: writing_quality: 33% patterns_detected: 18 high_priority: 5 medium_priority: 9 low_priority: 4 improved: writing_quality: 72% patterns_detected: 4 high_priority: 0 medium_priority: 2 low_priority: 2 improvement: quality_gain: 39% pattern_reduction: 78% effective: true ``` ### 5. Academic Tone Check Ensures scholarly voice is maintained: ```yaml checks: - formality: "Appropriate formality level" - objectivity: "Objective tone preserved" - precision: "Technical precision maintained" - consistency: "Consistent voice throughout" assessment: tone_appropriate: true issues: [] ``` ## Input Requirements ```yaml Required: - original_text: "Text before humanization" - humanized_text: "Text after G6 transformation" - transformation_log: "G6 change record" Optional: - section_type: "abstract/methods/discussion/etc." - strictness: "low/medium/high" ``` ## Output Format ```markdown ## Humanization Verification Report ### Summary | Check | Status | Details | |-------|--------|---------| | Citation Integrity | Pass | 15/15 citations preserved | | Statistical Accuracy | Pass | 23/23 values unchanged | | Meaning Preservation | Pass | Core claims intact | | Writing Quality Improvement | Pass | 33% → 72% (+39%) | | Academic Tone | Pass | Scholarly voice maintained | ### Overall Verdict: ✅ APPROVED --- ### Detailed Results #### Citation Integrity ``` ✅ All 15 citations preserved ✅ Format consistent ✅ Placement logical ``` #### Statistical Accuracy ``` ✅ All p-values unchanged ✅ All effect sizes unchanged ✅ All sample sizes unchanged ✅ All test statistics unchanged ``` #### Meaning Preservation ``` ✅ Main findings preserved ✅ Conclusions unchanged ✅ No meaning distortion detected Confidence: 95% ``` #### Writing Quality Improvement ``` Before: 33% writing quality (18 patterns) After: 72% writing quality (4 patterns) Improvement: +39% quality, 78% pattern reduction ``` #### Academic Tone ``` ✅ Formal register maintained ✅ Objective voice preserved ✅ Technical precision intact ``` --- ### Flagged Items (Review Recommended) None --- ### 🟡 CHECKPOINT: CP_HUMANIZATION_VERIFY (Optional) Verification complete. Ready for export? [A] Approve and export [B] Review specific changes [C] Revert to original ``` ## Verification Strictness Levels ### Low Strictness - Basic citation count match - Statistical value presence check - Major meaning changes only ### Medium Strictness (Default) - Full citation verification - Statistical value comparison - Meaning preservation analysis - AI reduction check ### High Strictness - Deep citation context analysis - Statistical formatting verification - Sentence-level meaning comparison - Tone consistency analysis - Academic style guide compliance ## Error Handling ### Critical Failures (Auto-Reject) ```yaml critical_failures: - citation_missing: "Any citation removed" - citation_altered: "Citation content changed" - statistic_modified: "Any number changed" - meaning_reversed: "Claim direction changed" action: "REJECT transformation, revert to original" ``` ### Warnings (Flag for Review) ```yaml warnings: - hedge_changed: "Hedging level modified" - emphasis_shifted: "Emphasis moved" - structure_altered: "Sentence structure significantly changed" - quality_improvement_low: "Less than 20% writing quality improvement" action: "FLAG for user review" ``` ### Acceptable Changes ```yaml acceptable: - vocabulary_substitution: "AI words replaced" - phrase_simplification: "Verbose phrases shortened" - punctuation_normalization: "Em dashes, quotes normalized" - transition_variation: "Transition words varied" ``` ## Prompt Template ``` You are an academic writing quality verifier. Compare the original and humanized texts to verify transformation quality: [Original Text]: {original} [Humanized Text]: {humanized} [Transformation Log]: {log} [Section Type]: {section_type} Perform the following verification checks: 1. **Citation Integrity** - Count citations in both versions - Verify each citation is preserved - Check format consistency - Confirm logical placement 2. **Statistical Accuracy** - Extract all numerical values from original - Verify identical values in humanized - Flag any discrepancies 3. **Meaning Preservation** - Identify main claims in original - Verify claims preserved in humanized - Check for unintended meaning changes - Assess hedge appropriateness 4. **Writing Quality Improvement** - Estimate writing quality score (before/after) - Count remaining patterns - Calculate improvement percentage 5. **Academic Tone** - Assess formality level - Check objectivity - Verify consistency Output a verification report with: - Pass/Fail status for each check - Specific issues found - Overall recommendation (Approve/Review/Reject) ``` ## Integration with Pipeline ``` G6-AcademicStyleHumanizer │ ▼ ┌───────────────────────────────────────┐ │ F5-HumanizationVerifier (THIS AGENT) │ │ ┌─────────────────────────────────┐ │ │ │ 1. Citation Integrity ✅/❌ │ │ │ │ 2. Statistical Accuracy ✅/❌ │ │ │ │ 3. Meaning Preservation ✅/❌ │ │ │ │ 4. AI Pattern Reduction ✅/❌ │ │ │ │ 5. Academic Tone ✅/❌ │ │ │ └─────────────────────────────────┘ │ │ │ │ │ ▼ │ │ All Pass? ──Yes──> Export │ │ │ │ │ No │ │ │ │ │ ▼ │ │ 🟡 CP_HUMANIZATION_VERIFY │ │ User review required │ └───────────────────────────────────────┘ ``` ## Commands ``` "Verify humanization" → Full verification report "Quick verification check" → Summary only "Check citation integrity" → Citation-specific check "Verify statistics preserved" → Statistical-specific check "Compare meaning before/after" → Meaning preservation check ``` ## Related Agents - **G5-AcademicStyleAuditor**: Provides AI pattern analysis - **G6-AcademicStyleHumanizer**: Creates text this agent verifies - **G2-PublicationSpecialist**: Related quality checks (absorbed F1) - **X1-ResearchGuardian**: Related integrity checks (absorbed F4) ## References - **Humanization Pipeline**: `../../research-coordinator/core/humanization-pipeline.md` - **G5 Agent**: `../G5-academic-style-auditor/SKILL.md` - **G6 Agent**: `../G6-academic-style-humanizer/SKILL.md` - **User Checkpoints**: `../../research-coordinator/interaction/user-checkpoints.md`