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- ---
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- license: cc-by-nc-4.0
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- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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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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+
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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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+
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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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+
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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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+
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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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+
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+ # Citations
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+
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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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+
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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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+ ```