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language: |
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- en |
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--- |
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# WebOrganizer/FormatAnnotations-Llama-3.1-8B |
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[[Paper](ARXIV_TBD)] [[Website](WEBSITE_TBD)] [[GitHub](https://github.com/CodeCreator/WebOrganizer)] |
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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). |
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## Dataset Structure |
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Each example contains the following fields: |
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- `text`: The text content of the web page |
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- `url`: The URL of the web page |
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- `top_choice_index`: Index of the most likely format label |
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- `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)) |
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- `top_choice_prob`: Probability of the most likely format |
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- `choice_probs`: Probabilities for all possible format choices |
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- `choice_loss`: Average log-likelihood of the answers |
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- `metadata`: Additional metadata from the source dataset |
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- `label_permutation`: Permutation used for the label ordering during prompting |
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- `fewshot_permutation`: Permutation used for few-shot demonstration examples during prompting |
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## Citation |
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```bibtex |
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@article{wettig2025organize, |
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title={Organize the Web: Constructing Domains Enhances Pre-Training Data Curation}, |
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author={Alexander Wettig and Kyle Lo and Sewon Min and Hannaneh Hajishirzi and Danqi Chen and Luca Soldaini}, |
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year={2025} |
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} |
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``` |
