metadata

language:
  - en

WebOrganizer/FormatAnnotations-Llama-3.1-8B

[Paper] [Website] [GitHub]

This dataset contains 1M web pages annotated with format/type labels by the Llama-3.1-8B model. The web pages are a sample of the DCLM RefinedWeb reproduction. It is used as first-stage training data for the WebOrganizer/FormatClassifier.

Dataset Structure

Each example contains the following fields:

text: The text content of the web page
url: The URL of the web page
top_choice_index: Index of the most likely format label
top_choice: The most likely format label (using the description in the taxonomy config)
top_choice_prob: Probability of the most likely format
choice_probs: Probabilities for all possible format choices
choice_loss: Average log-likelihood of the answers
metadata: Additional metadata from the source dataset
label_permutation: Permutation used for the label ordering during prompting
fewshot_permutation: Permutation used for few-shot demonstration examples during prompting

Citation

@article{wettig2025organize,
  title={Organize the Web: Constructing Domains Enhances Pre-Training Data Curation},
  author={Alexander Wettig and Kyle Lo and Sewon Min and Hannaneh Hajishirzi and Danqi Chen and Luca Soldaini},
  year={2025}
}