In this report, we present our experiments performed for the Hyperlinking part of the Search and Hyperlinking Task in MediaEval Benchmark 2014. Our system successfully combines features from multiple modalities (textual, visual, and prosodic) and confirms the positive effect of our former method for segmentation based on Decision Trees.