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Machine Heart
Machine Heart
May 31, 2026 · Artificial Intelligence

Defining a Good Answer in the Agent Era: A Rubrics Survey

This survey examines how rubrics can decompose the vague notion of a "good answer" for large language models into concrete, multi‑dimensional evaluation criteria, detailing their definition, construction methods, applications in training and evaluation, and the open challenges they present.

AI alignmentagentic AIevaluation
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Defining a Good Answer in the Agent Era: A Rubrics Survey