Kyoichiro Harada

Do Professional Evaluation Criteria Improve LLM Analytical Artifacts? A Controlled Study with Source-Grounded Downstream Reconstruction

This controlled study tests whether an explicit author-elicited professional evaluation frame improves one-shot LLM analytical memos beyond a length- and detail-matched generic expert control when the model, source evidence, task contract, output format, and execution policy are...