do most of the hyped papers have peer review even? the field moves too fast for that, press releases are issued as soon as the first draft is on arxiv.
Advantage is we get to see stuff now, not after it gets accepted at by a conference or journal. Disadvantage, we have to filter on our own.
Twitter and sites like arxiv sanity preserver are helpful for filtering.