| | --- |
| | license: cc |
| | language: |
| | - vi |
| | - en |
| | task_categories: |
| | - text-generation |
| | - fill-mask |
| | task_ids: |
| | - language-modeling |
| | - masked-language-modeling |
| | paperswithcode_id: pubmed |
| | dataset_info: |
| | features: |
| | - name: en |
| | dtype: string |
| | - name: vi |
| | dtype: string |
| | splits: |
| | - name: pubmed22 |
| | num_bytes: 44360028980 |
| | num_examples: 20087006 |
| | download_size: 23041004247 |
| | dataset_size: 44360028980 |
| | --- |
| | |
| | # ALERT: This dataset repo is duplicated from [VietAI/vi_pubmed](https://huggingface.co/datasets/VietAI/vi_pubmed) |
| | The reason to have this duplicated repo is to avoid the lost/corruption of the original repo when I am doing some stuff ^^. |
| |
|
| | # Dataset Summary |
| | 20M Vietnamese PubMed biomedical abstracts translated by the [state-of-the-art English-Vietnamese Translation project](https://arxiv.org/abs/2210.05610). The data has been used as unlabeled dataset for [pretraining a Vietnamese Biomedical-domain Transformer model](https://arxiv.org/abs/2210.05598). |
| |
|
| |  |
| |
|
| | image source: [Enriching Biomedical Knowledge for Vietnamese Low-resource Language Through Large-Scale Translation](https://arxiv.org/abs/2210.05598) |
| |
|
| |
|
| | # Language |
| | - English: Original biomedical abstracts from [Pubmed](https://www.nlm.nih.gov/databases/download/pubmed_medline_faq.html) |
| | - Vietnamese: Synthetic abstract translated by a [state-of-the-art English-Vietnamese Translation project](https://arxiv.org/abs/2210.05610) |
| |
|
| | # Dataset Structure |
| | - The English sequences are |
| | - The Vietnamese sequences are |
| |
|
| |
|
| | # Source Data - Initial Data Collection and Normalization |
| | https://www.nlm.nih.gov/databases/download/pubmed_medline_faq.html |
| |
|
| | # Licensing Information |
| | [Courtesy of the U.S. National Library of Medicine.](https://www.nlm.nih.gov/databases/download/terms_and_conditions.html) |
| |
|
| | # Citation |
| | ``` |
| | @misc{mtet, |
| | doi = {10.48550/ARXIV.2210.05610}, |
| | url = {https://arxiv.org/abs/2210.05610}, |
| | author = {Ngo, Chinh and Trinh, Trieu H. and Phan, Long and Tran, Hieu and Dang, Tai and Nguyen, Hieu and Nguyen, Minh and Luong, Minh-Thang}, |
| | keywords = {Computation and Language (cs.CL), Artificial Intelligence (cs.AI), FOS: Computer and information sciences, FOS: Computer and information sciences}, |
| | title = {MTet: Multi-domain Translation for English and Vietnamese}, |
| | publisher = {arXiv}, |
| | year = {2022}, |
| | copyright = {Creative Commons Attribution 4.0 International} |
| | } |
| | ``` |
| |
|
| | ``` |
| | @misc{vipubmed, |
| | doi = {10.48550/ARXIV.2210.05598}, |
| | url = {https://arxiv.org/abs/2210.05598}, |
| | author = {Phan, Long and Dang, Tai and Tran, Hieu and Phan, Vy and Chau, Lam D. and Trinh, Trieu H.}, |
| | keywords = {Computation and Language (cs.CL), Artificial Intelligence (cs.AI), FOS: Computer and information sciences, FOS: Computer and information sciences}, |
| | title = {Enriching Biomedical Knowledge for Vietnamese Low-resource Language Through Large-Scale Translation}, |
| | publisher = {arXiv}, |
| | year = {2022}, |
| | copyright = {Creative Commons Attribution 4.0 International} |
| | } |
| | ``` |
