disclaimer: I'm not very knowledgeable in this subject to say the least.

This seems relevant: Share likelihood ratios, not posterior beliefs

It would seem useful for them to publish p(data|hypothesis) because then I can use my priors for p(hypothesis) and p(data) to calculate p(hypothesis|data).

Otherwise, depending on what information they updated on to get their priors I might end up updating on something twice.