In this paper, we address the problem of clustering a homogeneous collection of text-centric XML documents. We present some experiments we have led on clustering the INEX structured document collection. Our claim is that element tags provide additional information that must help improve the quality of clustering. We have implemented and experimented various ways to account for document structure, and used the well-known k-means algorithm to validate these principles.