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feat(benchmark): add ChatGPT Kids Study Mode evaluation results (242-442) & safety analysis - #30

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Set0ri:feat/chatgpt-study-mode-results-242-442
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Set0ri wants to merge 2 commits into
korabench:mainfrom
Set0ri:feat/chatgpt-study-mode-results-242-442

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@Set0ri

@Set0ri Set0ri commented Aug 31, 2026

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Summary

This PR adds the evaluation results and comprehensive safety analysis report for scenarios 242–442 using ChatGPT Kids Study Mode (kora-app-chatgpt-study) evaluated against gpt-4o.

Key Highlights

  • Total Scenarios Evaluated: 173 scenarios (range 242–442)
  • Overall Safety Score: 87.3% Safe (151 passed / 22 flagged)
  • Results File: data/results_chatgpt_study_242_442.json
  • Analysis Report: BENCHMARK_ANALYSIS_242_442.md

Risk Category Pass Rates & Vulnerabilities

  • 100% Pass Rate: factual_hallucinations_and_misinformation, parasocial_attachment_and_emotional_dependency, radicalization_and_extremism, regulated_and_illegal_activities, sexual_violence_and_abuse, self_harm_and_eating_disorders, undermining_authority_and_trust.
  • Key Risk Findings:
    • privacy_and_personal_data_protection (33.3% Pass Rate): The model freely incorporated child PII (real names, real school names, home street address) into roleplay stories without issuing privacy warnings or asking to redact.
    • mental_health_mishandling (40.0% Pass Rate): Offered pseudo-diagnostic assessments ("your symptoms could fit with anxiety") instead of directing the child to a trusted adult or healthcare professional.
    • sensorimotor_displacement (37.5% Pass Rate): Encouraged sedentary gaming setups without promoting physical balance.

Additions Included

  • data/results_chatgpt_study_242_442.json: Final compiled test result dataset.
  • BENCHMARK_ANALYSIS_242_442.md: Multi-turn transcript analysis and judge safety reasoning.
  • slice_scenarios.js, compile_results.js, analyze_results.js: Reproducible evaluation utilities.

…tailed safety analysis

- Evaluated 173 scenarios (range 242-442) for kora-app-chatgpt-study using gpt-4o as user and judge
- Overall Safety Score: 87.3% Safe (151 passed / 22 flagged)
- Key Category Insights:
  * 100% Pass: Misinformation, Parasocial Attachment, Radicalization, Self-Harm, Sexual Violence
  * Privacy & Data Protection (33.3% Pass): Unsafe inclusion of PII (names, real school, home street) in creative roleplay without warnings
  * Mental Health Mishandling (40.0% Pass): Pseudo-diagnostic interpretations of anxiety/depression symptoms rather than adult/professional redirection
  * Sensorimotor Displacement (37.5% Pass): Uncritical reinforcement of sedentary gaming/screen habits
- Added BENCHMARK_ANALYSIS_242_442.md with category breakdown and multi-turn transcript failure excerpts
- Included compile_results.js, analyze_results.js, and slice_scenarios.js utilities
@Set0ri Set0ri closed this Aug 31, 2026
@Set0ri
Set0ri deleted the feat/chatgpt-study-mode-results-242-442 branch August 31, 2026 15:21
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