dataset_info:
features:
- name: TEXT
dtype: string
splits:
- name: train
num_bytes: 5437652389
num_examples: 9081490
- name: validation
num_bytes: 50107745
num_examples: 100000
- name: test
num_bytes: 50134861
num_examples: 100000
download_size: 3732550490
dataset_size: 5537894995
Dataset Card for unconstrained_language
Table of Contents
Dataset Description
- Paper: https://arxiv.org/abs/2305.17266
- Point of Contact: [email protected]
Dataset Summary
This dataset is one of the two datasets published by "Honey, I Shrunk the Language: Language Model Behavior at Reduced Scale" (https://arxiv.org/abs/2305.17266). The dataset available at this link is the pre-training data not constrained by any predefined vocabulary. The other published data i.e. the pre-training data that is constrained by vocabulary is available at https://huggingface.co/datasets/text-machine-lab/constrained_language.
This dataset is curated by randomly sampling text spans (of an approximate length of 128 tokens) from the following corpora,
- C4: https://arxiv.org/abs/1910.10683,
- BookCorpus: https://ieeexplore.ieee.org/document/7410368,
- Wikipedia: https://huggingface.co/datasets/wikipedia,
- Simplified-Wikipedia: https://simple.wikipedia.org/wiki/Main_Page,
- Children's Book Test Corpus: https://arxiv.org/abs/1511.02301
The dataset includes ~9 million contiguous spans, each with approximately 128 tokens.
Languages
The dataset contains the English language only.
Dataset Structure
The dataset is available in the arrow dataset format with three splits namely, train, validation, and test. Every data instance has only one key "Text" that included a text span of approximately 128 tokens.
Citation Information
If this dataset is useful to you please cite our work.
@article{deshpande2023honey,
title={Honey, I Shrunk the Language: Language Model Behavior at Reduced Scale},
author={Deshpande, Vijeta and Pechi, Dan and Thatte, Shree and Lialin, Vladislav and Rumshisky, Anna},
journal={arXiv preprint arXiv:2305.17266},
year={2023}
}