--- language: - en --- # WebOrganizer/FormatAnnotations-Llama-3.1-8B [[Paper](ARXIV_TBD)] [[Website](WEBSITE_TBD)] [[GitHub](https://github.com/CodeCreator/WebOrganizer)] 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](https://huggingface.co/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](https://github.com/CodeCreator/WebOrganizer/blob/main/define_domains/taxonomies/formats.yaml)) - `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 ```bibtex @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} } ```