thagen/SCITE

This repository integrates the SCITE extended SemEval 2010 Task 8 dataset into hf datasets. It is in conformance with SCITE's CC BY-NC 4.0 license. Please find the original dataset here. Please see the citations at the end of this README.

Usage

Causality Detection

from datasets import load_dataset
dataset = load_dataset("webis/SCITE", "causality detection")

Causal Candidate Extraction

from datasets import load_dataset
dataset = load_dataset("webis/SCITE", "causal candidate extraction")

Causality Identification

from datasets import load_dataset
dataset = load_dataset("webis/SCITE", "causality identification")

Citations

The SCITE paper by Li et al., 2021:

@article{li:2021,
  title = {Causality Extraction Based on Self-Attentive {{BiLSTM-CRF}} with Transferred Embeddings},
  author = {Li, Zhaoning and Li, Qi and Zou, Xiaotian and Ren, Jiangtao},
  year = {2021},
  journal = {Neurocomputing},
  volume = {423},
  pages = {207--219},
  doi = {10.1016/J.NEUCOM.2020.08.078}
}

SemEval 2010 Task 8 by Hendrickx et al., 2010 which SCITE builds upon:

@inproceedings{hendrickx:2010,
  title = {{{SemEval-2010 Task}} 8: {{Multi-Way Classification}} of {{Semantic Relations}} between {{Pairs}} of {{Nominals}}},
  shorttitle = {{{SemEval-2010 Task}} 8},
  booktitle = {Proceedings of the 5th {{International Workshop}} on {{Semantic Evaluation}}, {{SemEval}}@{{ACL}} 2010, {{Uppsala University}}, {{Uppsala}}, {{Sweden}}, {{July}} 15-16, 2010},
  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},
  editor = {Erk, Katrin and Strapparava, Carlo},
  year = {2010},
  pages = {33--38},
  publisher = {The Association for Computer Linguistics}
}