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#false-positives News & Analysis

3 articles tagged with #false-positives. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

3 articles
AINeutralarXiv – CS AI · Jun 16/10
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Separating Secrets from Placeholders: A Hybrid CNN-CodeBERT Framework for Three-Class Credential Leakage Detection

Researchers propose a three-class machine learning framework using CodeBERT and CNN to detect credential leakage in public source code repositories with higher accuracy and fewer false positives. The approach distinguishes genuine credentials from placeholder or weak credentials, achieving 93% recall and reducing false alerts by 33% while maintaining security coverage across 10 programming languages.

AINeutralarXiv – CS AI · May 296/10
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Wait! There's a Way Out: A Decision Mechanism for Forecasting Conversational Derailment

Researchers propose a novel decision mechanism for predicting online conversation derailment that decouples the trigger decision from derailment likelihood estimation. By incorporating forward-looking simulations to identify potential recovery paths, the method significantly reduces false positive alerts while maintaining forecasting accuracy, advancing the field of conversational AI safety.