Lossless compression: All information is preserved.
What we mostly do in IR.
Lossy compression: Discard some information
Several of the preprocessing steps can be viewed as lossy compression: case folding, stop words, stemming, number elimination.
Prune postings entries that are unlikely to turn up in the top k list for any query.
Almost no loss quality for top k list.