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Author

Diego Elias Costa

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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
Review Jul 2026

Rethinking Training Data for Generating Code Review Comments

It is argued that improving review comment generation requires more than dataset cleaning alone, motivating explicit validity criteria, richer contextual inputs, and evaluation practices aligned with review intent and actionability.

Leonardo Centellas-Claros, Estefania Pakarati-Cofre, Juan Pablo Sandoval Alcocer et al. · 0 citations

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