Claims, not facts
The unit of trust is the claim: a sentence about an entity or a relationship, a confidence between 0 and 1, the exact supporting text from the cited sources, and a disputed flag. A contradicting claim opens a dispute and both are kept with their provenance, rather than one overwriting the other.