Clustering of news combining headline and main article
Put more weight on the title.

For example if you are using tf-idf, you first compute the tf-idf vectors of headline and body separately. Then you combine them into a single vector by simply adding both vectors and rescaling to unit length. That would put 50% of the weight onto the headline even though it is much shorter.