Bare in mind that this approach is very limited. Any query requiring global awareness of the context will likely be disappointing. For example, "how was the exp

Bare in mind that this approach is very limited. Any query requiring global awareness of the context will likely be disappointing. For example, "how was the experimental design different compared to how we've previously done this sort of work?", over a corpus of design of experiments specifications. Since target of this query doesn't have any simple correspondence to the words used in the query any sort of semantic embedding at a paragraph of sentence level just won't be useful.