[egorfine]

Ah yes, clustering is indeed something that would benefit from large context, I agree.

However even so I would think about the documents themselves and figure out if it is even needed. Lets say we are talking about clustering court proceedings. I'd rather extract the abstract from these document, embed and cluster those instead of the whole text.