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Data release for the paper Task-Agnostic Web Document Annotation with LLM-Generated Descriptors (forthcoming).

This dataset contains a descriptor-annotated version of a 10 billion token (~14 million document) [sample of FineWeb](https://huggingface.co/datasets/HuggingFaceFW/fineweb/viewer/sample-10BT). The descriptors are generated via a task-agnostic data annotation pipeline described in the paper (link coming soon).

### Data fields
- text: Document text
- doc_id: Document ID (these match those in the original FineWeb release)
- harmonized_descriptors: Schema mapped descriptors
- raw_descriptors: Free-form descriptors that do not follow the schema

### Citing
If you use this data please cite the original FineWeb paper and the our paper.

**Task-Agnostic Web Document Annotation with LLM-Generated Descriptors**
```text
Coming soon.
```

**FineWeb**: Link to ArXiv: https://arxiv.org/abs/2406.17557
```text
@inproceedings{
penedo2024the,
title={The FineWeb Datasets: Decanting the Web for the Finest Text Data at Scale},
author={Guilherme Penedo and Hynek Kydl{\'\i}{\v{c}}ek and Loubna Ben allal and Anton Lozhkov and Margaret Mitchell and Colin Raffel and Leandro Von Werra and Thomas Wolf},
booktitle={The Thirty-eight Conference on Neural Information Processing Systems Datasets and Benchmarks Track},
year={2024},
url={https://openreview.net/forum?id=n6SCkn2QaG}
}
```

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