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Vulnerability Evasion on CWE-based Vulnerabilities

0Average Cycle CountCoTDeceptor
-1.568.9719.530.03Dec 24, 2025

Evaluation results

MethodLinks
CoTDeceptorDetector=DeepSeek-R1, Vulnerability=flask-wtf-csrf-disabled2025.12055—
CoTDeceptorDetector=DeepSeek-R1, Vulnerability=avoid-bind-to-all-interfaces2025.12055—
CoTDeceptorDetector=GPT-5, Vulnerability=avoid-bind-to-all-interfaces2025.12055—
CoTDeceptorDetector=DeepSeek-R1, Vulnerability=unsanitized-input-in-response2025.12115—
CoTDeceptorDetector=GPT-5, Vulnerability=unsanitized-input-in-response2025.12135—
CoTDeceptorDetector=GPT-5, Vulnerability=path-traversal-join2025.12115—
CoTDeceptorDetector=DeepSeek-R1, Vulnerability=regex_dos2025.12125—
CoTDeceptorDetector=GPT-5, Vulnerability=regex_dos2025.12125—
CoTDeceptorDetector=DeepSeek-R1, Vulnerability=insufficient-dsa-key-size2025.12235—
CoTDeceptorDetector=DeepSeek-R1, Vulnerability=insecure-hash-algorithm-md52025.12245—
CoTDeceptorDetector=GPT-5, Vulnerability=insecure-hash-algorithm-md52025.12245—
CodeBreakerDetector=DeepSeek-R1, Vulnerability=insufficient-dsa-key-size2025.12311—
CoTDeceptorDetector=GPT-5, Vulnerability=debug-enabled2025.12325—
CodeBreakerDetector=DeepSeek-R1, Vulnerability=direct-use-of-jinja22025.123.211—
CodeBreakerDetector=DeepSeek-R1, Vulnerability=path-traversal-join2025.123.211—
CodeBreakerDetector=DeepSeek-R1, Vulnerability=disabled-cert-validation2025.123.211—
CodeBreakerDetector=DeepSeek-R1, Vulnerability=flask-wtf-csrf-disabled2025.123.255—
CodeBreakerDetector=DeepSeek-R1, Vulnerability=avoid-pickle2025.123.411—
CodeBreakerDetector=DeepSeek-R1, Vulnerability=debug-enabled2025.123.411—
CodeBreakerDetector=DeepSeek-R1, Vulnerability=pyramid-csrf-check-disabled2025.123.411—
CodeBreakerDetector=DeepSeek-R1, Vulnerability=avoid-bind-to-all-interfaces2025.123.455—
CodeBreakerDetector=DeepSeek-R1, Vulnerability=ssl-wrap-socket-is-deprecated2025.123.411—
CodeBreakerDetector=DeepSeek-R1, Vulnerability=insecure-hash-algorithm-md52025.123.411—
CodeBreakerDetector=DeepSeek-R1, Vulnerability=user-exec-format-string2025.123.611—
CodeBreakerDetector=DeepSeek-R1, Vulnerability=paramiko-implicit-trust-host-key2025.123.611—
CodeBreakerDetector=DeepSeek-R1, Vulnerability=regex_dos2025.123.811—
CoTDeceptorDetector=GPT-5, Vulnerability=flask-wtf-csrf-disabled2025.12435—
CoTDeceptorDetector=DeepSeek-R1, Vulnerability=debug-enabled2025.12425—
CoTDeceptorDetector=DeepSeek-R1, Vulnerability=ssl-wrap-socket-is-deprecated2025.12445—
CoTDeceptorDetector=DeepSeek-R1, Vulnerability=paramiko-implicit-trust-host-key2025.12425—
CodeBreakerDetector=DeepSeek-R1, Vulnerability=unsanitized-input-in-response2025.124.211—
CoTDeceptorDetector=GPT-5, Vulnerability=insufficient-dsa-key-size2025.12535—
CoTDeceptorDetector=DeepSeek-R1, Vulnerability=direct-use-of-jinja22025.12725—
CoTDeceptorDetector=DeepSeek-R1, Vulnerability=path-traversal-join2025.12915—
CoTDeceptorDetector=DeepSeek-R1, Vulnerability=disabled-cert-validation2025.12945—
CoTDeceptorDetector=DeepSeek-R1, Vulnerability=pyramid-csrf-check-disabled2025.121025—
CoTDeceptorDetector=DeepSeek-R1, Vulnerability=user-exec-format-string2025.121115—
CoTDeceptorDetector=GPT-5, Vulnerability=disabled-cert-validation2025.121125—
CoTDeceptorDetector=GPT-5, Vulnerability=user-exec-format-string2025.121612—
CoTDeceptorDetector=GPT-5, Vulnerability=direct-use-of-jinja22025.121923—
CoTDeceptorDetector=GPT-5, Vulnerability=ssl-wrap-socket-is-deprecated2025.122134—
CoTDeceptorDetector=GPT-5, Vulnerability=pyramid-csrf-check-disabled2025.122235—
CoTDeceptorDetector=GPT-5, Vulnerability=paramiko-implicit-trust-host-key2025.122323—
CoTDeceptorDetector=DeepSeek-R1, Vulnerability=avoid-pickle2025.123112—
CoTDeceptorDetector=GPT-5, Vulnerability=avoid-pickle2025.123912—