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Transformer architecture is now used in many generative models that contribute to the ongoing AI boom. In language modelling, ELMo (2018) was a bi-directional LSTM that produces contextualized word embeddings, improving upon the line of research from bag of words and word2vec. It was followed by BERT (2018), an encoder-only Transformer model. [33]
In August 1997, the Japanese magazine June, specialized in shonen-ai homoerotic manga and anime, issued a volume entitled Zankoku na tenshi no yō ni (残酷な天使のように, lit. ' Like a cruel angel '), the title of which is taken from the first verse of the theme song. [92]