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---
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license: cc-by-nc-4.0
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---
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license: cc-by-nc-4.0
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task_categories:
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- text-classification
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- token-classification
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language:
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- en
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tags:
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- causality
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pretty_name: SCITE
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paperswithcode_id: ../paper/causality-extraction-based-on-self-attentive
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config_names:
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- causality detection
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- causal candidate extraction
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- causality identification
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---
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> [!NOTE]
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> This repository integrates the SCITE extended [SemEval 2010 Task 8](https://aclanthology.org/S10-1006/) dataset into hf datasets. It is in conformance with SCITE's CC BY-NC 4.0 license. Please find the original dataset
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> [here](https://github.com/Das-Boot/scite). Please see the [citations](#citations) at the end of this README.
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# Usage
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## Causality Detection
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```py
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from datasets import load_dataset
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dataset = load_dataset("webis/SCITE", "causality detection")
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```
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## Causal Candidate Extraction
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```py
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from datasets import load_dataset
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dataset = load_dataset("webis/SCITE", "causal candidate extraction")
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```
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## Causality Identification
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```py
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from datasets import load_dataset
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dataset = load_dataset("webis/SCITE", "causality identification")
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```
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# Citations
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The SCITE paper by [Li et al., 2021](https://www.sciencedirect.com/science/article/pii/S0925231220316027):
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```bib
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@article{li:2021,
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title = {Causality Extraction Based on Self-Attentive {{BiLSTM-CRF}} with Transferred Embeddings},
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author = {Li, Zhaoning and Li, Qi and Zou, Xiaotian and Ren, Jiangtao},
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year = {2021},
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journal = {Neurocomputing},
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volume = {423},
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pages = {207--219},
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doi = {10.1016/J.NEUCOM.2020.08.078}
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}
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```
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SemEval 2010 Task 8 by [Hendrickx et al., 2010](https://aclanthology.org/S10-1006/) which SCITE builds upon:
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```bib
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@inproceedings{hendrickx:2010,
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title = {{{SemEval-2010 Task}} 8: {{Multi-Way Classification}} of {{Semantic Relations}} between {{Pairs}} of {{Nominals}}},
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shorttitle = {{{SemEval-2010 Task}} 8},
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booktitle = {Proceedings of the 5th {{International Workshop}} on {{Semantic Evaluation}}, {{SemEval}}@{{ACL}} 2010, {{Uppsala University}}, {{Uppsala}}, {{Sweden}}, {{July}} 15-16, 2010},
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author = {Hendrickx, Iris and Kim, Su Nam and Kozareva, Zornitsa and Nakov, Preslav and S{\'e}aghdha, Diarmuid {\'O} and Pad{\'o}, Sebastian and Pennacchiotti, Marco and Romano, Lorenza and Szpakowicz, Stan},
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editor = {Erk, Katrin and Strapparava, Carlo},
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year = {2010},
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pages = {33--38},
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publisher = {The Association for Computer Linguistics}
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}
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```
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