llm / evaluation / system-design
Scoring Without a Human: A Rubric-Constrained LLM Pipeline for University Plan Reports
How Azerbaijan Technical University assesses thousands of yearly plan reports with an LLM instead of a human evaluator, and the engineering that makes those scores fair, repeatable, and auditable.
