@TosinLitics I do not have extensive experience with Document metadata but you might try to add them using the Document Data Assigner and provide them to the FAISS Vector Store Creator. Maybe it is worth experimenting with that.
(
from this example)
https://hub.knime.com/-/spaces/-/~WNe6bb2w2bemYBWE/current-state/
Also you could experiment with the ‘window’ size of texts and documents you are providing:
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