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Author

Genevieve Caumartin

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Jul 2026

Retrieval-Oriented Code Representations in Agentic Bug Localization

This work finds that the choice of code representation affects both localization effectiveness and cost, and suggests that code representation should be treated as a first-class design choice in agentic localization pipelines, guided by pipeline stage and cost-accuracy requirements.

Genevieve Caumartin, Tse-Hsun Chen, Diego Elias Costa · 0 citations
Book Open access Jul 2026

Evaluating and Improving the Quality of LLM-Generated Code

This tutorial introduces a reusable, end-to-end evaluation pipeline grounded in empirical software engineering practices, focusing on post-generation validation rather than prompt design, allowing for validating AI-generated code in modern development workflows.

Glaucia Melo, Jessica Pourleyli, Genevieve Caumartin et al. · 0 citations

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