Toward Architecture-Aware Evaluation Metrics for LLM Agents

Débora Souza, Patrícia Machado

LLM-based agents are becoming central to software engineering tasks, yet evaluating them remains fragmented and largely model-centric. Existing studies overlook how architectural c…