Fun with Large Models

May 22, 2026 · Artificial Intelligence

How to Rigorously Evaluate Large Models: Methods and Key Benchmark Datasets

This guide explains why systematic evaluation is essential for large models, outlines three core evaluation approaches—human assessment, benchmark‑dataset testing, and automated judge models—introduces the most widely used benchmark suites, and shows how to use the open‑source EvalScope framework and prompt‑design techniques to conduct reliable model assessments.