I don't have the exact mechanisms, but the titles were ranked based on a variety of parameters within my training data, such as review scores, popularity amongst peers, as well as overall sentiments such as enjoyment factors, etc.
spam fails_task lang_mismatch pii not_appropriate hate_speech sexual_content quality toxicity humor helpfulness creativity violence