| # Open Science Dataset | |
| ## Overview | |
| Open Science is a large-scale, permissively licensed text dataset derived from OpenAlex, containing over 100B (105,390,332,599) words | |
| words. OpenAlex is an open database of scholarly publications, authors, institutions, and research outputs that serves as a comprehensive source for academic literature. | |
| ## Key Features | |
| - **Truly Open**: Contains only permissively licensed data suitable for both commercial and non-commercial use | |
| - **Multilingual Coverage**: Predominantly English with significant representation of [additional languages] | |
| - **Academic Diversity**: Encompasses [types of content from OpenAlex] | |
| ## Dataset Statistics | |
| [Insert key statistics about:] | |
| cc-by: 10,737,025.0 (93.09%) | |
| 2025-01-22 16:38:32,175 - INFO - cc-by-sa: 424,556.0 (3.68%) | |
| 2025-01-22 16:38:32,175 - INFO - public-domain: 372,583.0 (3.23%) | |
| - Total number of documents | |
| - Word count distribution | |
| - Language distribution | |
| - License type | |
| - Temporal coverage | |
| - [Other relevant metrics] | |
| ## Dataset Structure | |
| ### Data Fields | |
| | Field | Type | Description | | |
| |-------|------|-------------| | |
| | [field1] | [type] | [description] | | |
| | [field2] | [type] | [description] | | |
| | ... | ... | ... | | |
| ## How to Use | |
| ### Installation | |
| ```python | |
| from datasets import load_dataset | |
| dataset = load_dataset('PleIAs/openscource') | |
| ``` | |
| ## Data Filtering Capabilities | |
| - **Language**: Filter by specific languages using metadata | |
| - **Temporal**: Select data based on publication dates | |
| ## Considerations and Limitations | |
| - While permissively licensed, users should verify compatibility with their specific use case | |
| - Language distribution may not be uniform | |
| - Historical texts may contain dated terminology or perspectives | |
| - [Other important considerations] | |
| ## Acknowledgements | |
| This dataset was developed with support from: | |
| (Update this, this is from common corpus) | |
| - AI Alliance | |
| - Jean Zay (Eviden, Idris) | |
| - Nvidia Inception program | |
| - Nebius AI | |
| - Tracto AI | |
| - Mozilla | |
| Special recognition to: | |
| - LANGU:IA (French Ministry of Culture and DINUM state startup) | |
| - Alliance for Language technologies EDIC (ALT-EDIC) | |
| - Wikimedia Enterprise | |
| - Open science LLM community (Eleuther AI, Allen AI, HuggingFace) | |