action record Speech docs Ad banner Sticker Search QA Shopping experience chatbot Conv. w/ stickers SCM Dialogue OCR Ad optimize … … Search model QA model Recom. Model Dialogue Model Demand Pred. model Speech Recog. model OCR model Effect Pred. model Sticker Recom. model … Inclusive multi-modal data Search QA … OCR Ad optimize … One big model Overlast, Tung, +
GPT-3 (Brown+, 2020) 175B English Google BERT (Devlin+, 2018) 0.34B English (many JP versions available) T5 (Raffel+, 2019; Xue+, 2020) 11B English SwitchTransformer (Fedus+, 2021) 1571B 101 languages Microsoft MT-NLG(2021) 530B English LINE HyperCLOVA (Kim+, 2021) 39B Japanese NAVER HyperCLOVA (Kim+, 2021) 82B Korean Overlast, Tung, +