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用 Jev 替代 embedding 分类器做数据清洗

作者抽样 1k Fineweb-2 页面,对比 Jev/pplx-decider-v1.1 与 Fineweb-edu-classifier 对 Astra 标注的表现,结论是 decider 开箱即用可做质量数据判别。

Bo
@bo_wangbo24 天前收录原推发布于 2026.10.08
用 Jev 替代 embedding 分类器做数据清洗
Bo @bo_wangbo原推发布于 2026.10.08
在 X 上打开原推

A lot of the teams rely on embedding model to build high-quality pre-training data. For example: Fineweb-edu is built from Fineweb, one key cleaning process is the fineweb-edu-classifier. A 6-class rubrics to quantity text quality. I sampled 1k Fineweb-2 pages, compared Jev/pplx-decider-v1.1 and Fineweb-edu-classifier against Astra annotation. Conclusion: decider is also a quality data judger, works out-of-the-box.

x.com/bo_wangbo/status/2107945022926762180采集于 2026.10.08 10:07