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@J_H Sorry I donot totally get what you mean by buisness domain. But I guess in my case buisness domain is spam email detection, P1 is genuine person sending mail, P2 is fraudster sending mail. About human evaluation I currently have no structured feedback mechanism but rather some more structured rules which can identify part of P1 cases and part of P2 cases with confidence. Does this helps?