SemEval-2010 Task 8 defines nine semantic relations between nominal pairs (including Cause-Effect) and asks systems to classify the relation and its directionality from a short context sentence.
@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},urldate={2024-08-26}}