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