#'LLM evaluation

'Learn how to set up an Arena-as-a-Judge workflow to compare LLM outputs head-to-head using GPT-5 as an evaluator. The tutorial includes code, sample prompts, and interpretation of evaluation logs.'

'Ai2 introduces an SNR framework to quantify benchmark reliability for LLMs and shows practical interventions — like subtask filtering, checkpoint averaging, and BPB metrics — that boost decision accuracy and scaling predictions.'