Transposable elements (TEs) are mobile, repetitive DNA sequences that are the primary contributors to the genome bulk. They contribute then to the so-called "dark matter of the genome", this part of the genome where nothing can be recognized as biologically functional in first instance.We developed a new method, based on k-mers, able to find degenerated TE sequences. With this new algorithm, we detect up to 10% of the A. thaliana genome deriving from TEs not yet identified, bringing to 50% the part of this genome deriving from TE. A significant fraction of them overlap conserved non-coding sequences identified in crucifers and rosids, as well as transcription factor binding sites. They can be overrepresented in some gene regulation networks such as the flowering gene network. This suggests a functional role of these sequences being conserved over 100 million years, since the Cretaceous when flowering plants spread.