I've compared the summarization to others like OTS http://libots.sourceforge.net/ which I believe strictly relies on TF-IDF and it seems better and allows for context to control the summarization.
Other similar approaches might be based on Latent Semantic Analysis, Latent Semantic Indexing or LDA.