AINeutralarXiv – CS AI · 5h ago5/10
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Automated Root-Cause Subclassification and No-Code Fix Generation for Invalid Bug Reports
Researchers introduce a standardized taxonomy for classifying invalid bug reports and develop AI methods to automatically identify root causes and generate no-code fixes. Testing retrieval augmented generation, vanilla LLMs, and agentic web search, they achieve 66% weighted F1-score for subclassification and 68.9% success rate for fix generation, demonstrating significant potential for automating customer support workflows.