qikp/quality-pro

Quality Pro

Quality Pro is a dataset designed to train educational or quality classifiers for web content.

Sources

bespoke_qikp

An English test split of agentlans/common-crawl-sample and ClimbMix was manually annotated by me. Subsets of both were used, with 80% Common Crawl and 20% ClimbMix.

ultrafineweb-filtered

The pre-filtered data in Ultra-FineWeb L2. High quality scores but only 0.5-1 was included.

c4-laya

Uncleaned C4 filtered with the Laya zero-shot classifier using this object, with each value subtracted by 1:

{
  "quality": {
    "type": "noul",
    "instructions": "Is this document spam, junk, repetitive, trivial, or minimal content?"
  }
}

fineweb-edu-classifier-training-data

A subset of 100 Llama 3-generated annotations used for training the official FineWeb-Edu classifier, with entries that are improperly annotated deleted.