Evaluation matrix for text summerization done using LSA


I have extracted the text summary ( top ranked sentences ) using Latent Semantic Analysis. how to evaluate the output of LSA? The way we look at confusion matrix/AUC in prediction problems is there any evaluation matrix to comment on the accuracy of the LSA output?

I have used Python for Summary extraction.