Abstract: We propose a semi-automatic method using the information extraction (IE) techniques for facilitating the generation of ontology-based annotations for scientific articles. Furthermore, we evaluate and discuss our method by applying it to the annotation of textual corpus provided by biologists working in the biochip domain. Finally, we argue that ontology-based semantic annotation can improve information retrieval. 1