One could employ the estimated classifier to convert fields into records as follows: Classify each pair of fields as positive or negative, and perform transitive closure to enforce transitivity of decisions.
if the classifier determines that A and B belong to the same record and that B and C belong to the same record, then by transitivity A and C must belong to the same record.