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模型卡Model Card

Model Card

  • 选型与成本Selection & cost
  • 第一站 · 进门Station 1 · Getting In
解决什么问题What problem it solves

模型的「说明书」:用途、实测表现、已知短板,发布时该一起给。A model's 'spec sheet': intended use, measured performance, known shortcomings — issued with the model.

这是什么What it is

模型卡概念由 Mitchell 等人 2019 年提出:随模型发布的短文档。

它报告预期用途、在不同人群与条件下的实测表现、评测方法与已知局限。

提出动机:让模型在不适用的场景里少被误用。

如今主流模型发布普遍附带模型卡或同类文档。

The model card concept was proposed by Mitchell et al. in 2019: short documents accompanying released models.

They report intended use, benchmarked performance across groups and conditions, evaluation procedures, and known limitations.

The motivation: reduce misuse of models in contexts they are not suited for.

Major model releases now commonly ship model cards or equivalent documentation.

为什么需要知道Why it matters

选模型别只看名字和跑分。模型卡是官方自己承认的短板清单,比任何评测文章都诚实。When choosing a model, don't stop at the name and scores. The model card is the vendor's own admitted shortcoming list — more honest than any review.

出处Sources
  • Mitchell 等《Model Cards for Model Reporting》(FAT* 2019)Mitchell et al., Model Cards for Model Reporting (FAT* 2019) ↗