Chinese content同一模型不同评测框架结果不同:Hugging Face 工程师详解 harness engineering
同一个模型换个评测框架跑分就不一样,Hugging Face 的工程师要在 AI Dev NYC 现场讲怎么搭靠谱的 harness,搞评测的可以去听。
同一个模型换个评测框架跑分就不一样,Hugging Face 的工程师要在 AI Dev NYC 现场讲怎么搭靠谱的 harness,搞评测的可以去听。
Independent harness tests like this show why vendor benchmark numbers often fail to predict task-level performance for your own workflows. Builders evaluating model routers or agent harnesses can take the concrete lesson that results depend heavily on the test setup, so replicating with your own workloads matters more than leaderboard rankings. The System One versus System Two framing offers a practical lens for deciding when to route cheaply and when to pay for heavier reasoning.