https://zheng-bobo.github.io/en/tags/ai-agent/ Recent content in AI Agent on Blowing in the wind Hugo -- gohugo.io en Sat, 26 Sep 2026 23:00:00 +0200 https://zheng-bobo.github.io/en/post/llm-agent-benchmarks-guide/ Sat, 26 Sep 2026 23:00:00 +0200 https://zheng-bobo.github.io/en/post/llm-agent-benchmarks-guide/ <p>Model reports often list ARC-E, ARC-C, MMLU, GPQA, GSM8K, HumanEval, SWE-bench, GAIA, WebArena, and OSWorld side by side. Their scores are not interchangeable: each benchmark uses different tasks, tools, environments, inference budgets, and scoring rules.</p> <p>This guide maps common evaluations from static question answering to agents completing real tasks, and explains what each benchmark can—and cannot—tell us.</p>