| | --- |
| | license: cc0-1.0 |
| | --- |
| | |
| | # Dataset Card for OpenTextVault_FromTheNetwork |
| | |
| | ## Dataset Details |
| | |
| | ### Dataset Description |
| | |
| | **OpenTextVault_FromTheNetwork** is an open, legally compliant dataset consisting of raw, unlabeled text files (TXT format) and compressed archives containing multilingual textual data collected from various network sources. |
| | This dataset offers **high-quality, large-scale, and diverse raw textual content**, totaling **hundreds of billions of unlabeled pure text tokens**, suitable for natural language processing tasks such as training and fine-tuning large language models, as well as linguistic research. |
| | All included data is gathered through legal and ethical means, ensuring no copyright infringement. |
| | |
| | - **Curated by:** OpenTextVault |
| | - **Language(s):** Multiple languages (depending on source) |
| | - **License:** CC0 1.0 Universal (Public Domain) |
| | |
| | ### Dataset Sources |
| | |
| | - Text data is sourced from publicly available or legally distributable network resources. |
| | - Data is provided in plain text files and/or compressed archives for easy access. |
| | |
| | ## Uses |
| | |
| | ### Direct Use |
| | |
| | - Pretraining or fine-tuning language models, including large-scale models. |
| | - Unsupervised and self-supervised NLP research. |
| | - Multilingual raw text analysis, including stylistic and diversity studies. |
| | |
| | ### Out-of-Scope Use |
| | |
| | - This dataset is **not** designed for supervised learning tasks requiring labeled or annotated data. |
| | - Users should ensure compliance with relevant legal and ethical standards when utilizing this dataset. |
| | |
| | ## Dataset Structure |
| | |
| | - Contains folders of raw text files (.txt) and compressed archives (.zip, .tar.gz). |
| | - Each text file holds plain, unlabeled raw textual data without manual annotations or metadata. |
| | |
| | ## Dataset Creation |
| | |
| | ### Curation Rationale |
| | |
| | The dataset was created to provide a **free, open, and legally compliant extremely large-scale resource of unlabeled raw textual data from network sources**, enabling researchers and practitioners to train and fine-tune language models without copyright concerns. |
| | |
| | ### Source Data |
| | |
| | - Collected from verified legal and publicly accessible network sources. |
| | |
| | ### Data Collection and Processing |
| | |
| | - Cleaned to remove corrupted files and non-text content. |
| | - Maintained in raw form without manual annotation or labeling. |
| | |
| | ## Bias, Risks, and Limitations |
| | |
| | - As raw and unlabeled data, it may contain biases inherited from original network sources. |
| | - May include unfiltered language such as slang, dialects, or offensive expressions. |
| | |
| | ## Citation |
| | |
| | Released under the **CC0 1.0 Public Domain License**. |
| | No citation or attribution is required for use or publication. |
| | |
| | --- |
| | |
| | **Note:** This dataset consists of **high-quality, extremely large-scale (hundreds of billions of tokens), and diverse unlabeled raw text from network sources**, making it highly suitable for **training or fine-tuning large language models**. |
