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--- |
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task_categories: |
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- text2text-generation |
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language: |
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- en |
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pretty_name: T |
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size_categories: |
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- 1M<n<10M |
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--- |
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# TempKB |
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## Overview |
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TempKB is a comprehensive collection of knowledge graph data designed to train ML models on knowledge graph completion and reasoning tasks. |
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## Dataset Structure |
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The dataset is organized into the following main components: |
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Train Set: 7764337 instances for training models. |
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Validation Set: 117510 instances for validating model performance. |
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Test Set: 117327 instances for final evaluation. |
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## Data Fields |
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Each instance in the dataset contains the following fields: |
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- `head`: the head entity |
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- `relation`: the relationships between the head and tail entities |
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- `tail`: the tail entity |
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- `start`: start time of the event |
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- `end`: end time of the event |
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- `type`: temporal information type, which is one of the following: |
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- `NONE`: no start or end time |
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- `TIMESTAMP`: start time only |
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- `INTERVAL`: start and end time |
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## Example Instance |
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```json |
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{ |
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"head": "Martin Bača" |
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"relation": "member of sports team" |
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"tail": "Czech Republic national under-18 football team" |
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"start": "2002-01-01" |
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"end": "2002-01-01" |
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"type": "INTERVAL" |
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} |
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``` |
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## Usage |
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To use this dataset, you can load it using the Hugging Face datasets library: |
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```python |
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from datasets import load_dataset |
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dataset = load_dataset('ESITime/TempKB', keep_default_na=False) |
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``` |
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## License |
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This dataset is unlicensed. Feel free to use it as you want. |
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## Citation |
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If you use this dataset in your research, please cite it as follows: |
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```bib |
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@dataset{username_dataset_name_year, |
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author = {Phuong Ngo}, |
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title = {TempKB}, |
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year = {2024}, |
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publisher = {Hugging Face}, |
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url = {https://huggingface.co/datasets/ESITime/TempKB} |
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} |
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``` |
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## Acknowledgement |
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This dataset is derived from the collection of knowledge graph datasets including ICEWS05-15, ICEWS14, Wikidata, and YAGO. The datasets are downloaded from the processed version by Facebook Research: https://github.com/facebookresearch/tkbc/ |
