ThinkingAgent

Jun 16, 2026 · Artificial Intelligence

A Systematic Approach to AI Evaluation: From Benchmarks to Real‑World Scenarios

This article outlines a comprehensive methodology for evaluating large language models, covering classic benchmarks, human and multimodal assessments, common pitfalls such as data contamination and benchmark overfitting, and practical guidelines for building a scientific, multi‑layered AI evaluation framework.