BUGFARM Framework: How to Stress-Test AI Bug Detectors Without Training

17 hours ago 高效码农

★BUGFARM: How to Mass-Produce “Hard-to-Spot, Hard-to-Fix” Bugs for AI Testing★ Table of Contents 🍄 Quick Snapshot 🍄 Do I Need BUGFARM? 🍄 Inside BUGFARM: A 3-Step Walk-Through 🍄 Hands-On Lab: 10 Minutes From Zero to First Bug 🍄 Frequently Asked Questions 🍄 BUGFARM vs. LEAM vs. μBERT 🍄 Reusing the Paper’s Public Data 🍄 Bottom Line Quick Snapshot BUGFARM is a training-free, language-agnostic framework that: Takes any code snippet you feed it. Figures out which statements a transformer model “cares about” the least. Asks a large-language model (GPT-3.5 by default) to plant bugs only in those low-attention spots. Returns bug-injected …