The effect of the utilization of ontology is examined in order to extract causal relationships from scientific papers. At first, engineering ontology was proposed by integrating existing conceptual models about artifacts, and its validity was tested. Then, an experiment to extract causal relationships was performed by using the obtained ontology. The precision in the extraction is significantly improved compared to the case using co-occurrence of terms from 28.6% to 63.3%.
