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💡GENIUS – generating text using sketches!

💡GENIUS is a powerful conditional text generation model using sketches as input, which can fill in the missing contexts for a given sketch (key information consisting of textual spans, phrases, or words, concatenated by mask tokens). GENIUS is pre-trained on a large- scale textual corpus with a novel reconstruction from sketch objective using an extreme and selective masking strategy, enabling it to generate diverse and high-quality texts given sketches.

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Model variations:

Model #params Language comment
genius-large 406M English The version used in paper (recommend)
genius-large-k2t 406M English keywords-to-text
genius-base 139M English smaller version
genius-base-ps 139M English pre-trained both in paragraphs and short sentences
genius-base-chinese 116M 中文 在一千万纯净中文段落上预训练

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Dataset used to train beyond/genius-large-k2t