beyond/genius-large-k2t

Model

💡GENIUS – generating text using sketches!

0

6 commits

1 linked in READMEs

updated Dec 8, 2022

See the code

README

💡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.

image-20221119164544165

  • Models hosted in 🤗 Huggingface:

Model variations:

Model#paramsLanguagecomment
genius-large406MEnglishThe version used in paper (recommend)
genius-large-k2t406MEnglishkeywords-to-text
genius-base139MEnglishsmaller version
genius-base-ps139MEnglishpre-trained both in paragraphs and short sentences
genius-base-chinese116M中文在一千万纯净中文段落上预训练

image-20221119191940969

bart
conditional text generation
data augmentation
endpoints_compatible
GENIUS
keywords-to-text generation
pytorch
sketch-based text generation
text2text-generation
transformers

beyond/genius-large-k2t

Model

💡GENIUS – generating text using sketches!

0

6 commits

1 linked in READMEs

updated Dec 8, 2022

See the code

README

💡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.

image-20221119164544165

  • Models hosted in 🤗 Huggingface:

Model variations:

Model#paramsLanguagecomment
genius-large406MEnglishThe version used in paper (recommend)
genius-large-k2t406MEnglishkeywords-to-text
genius-base139MEnglishsmaller version
genius-base-ps139MEnglishpre-trained both in paragraphs and short sentences
genius-base-chinese116M中文在一千万纯净中文段落上预训练

image-20221119191940969

bart
conditional text generation
data augmentation
endpoints_compatible
GENIUS
keywords-to-text generation
pytorch
sketch-based text generation
text2text-generation
transformers