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update README
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beyondguo committed Nov 24, 2022
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- **Paper: [GENIUS: Sketch-based Language Model Pre-training via Extreme and Selective Masking for Text Generation and Augmentation](https://arxiv.org/abs/2211.10330)**


<script
type="module"
src="https://gradio.s3-us-west-2.amazonaws.com/3.10.1/gradio.js"
></script>
[![GENIUS Demo](https://cdn.jsdelivr.net/gh/beyondguo/mdnice_pictures/typora/space.png)](https://huggingface.co/spaces/beyond/genius)

<gradio-app src="https://beyond-genius.hf.space"></gradio-app>

[![Awesome](https://cdn.rawgit.com/sindresorhus/awesome/d7305f38d29fed78fa85652e3a63e154dd8e8829/media/badge.svg)](https://github.com/sindresorhus/awesome)


<iframe
src="https://beyond-genius.hf.space"
frameborder="0"
width="850"
height="450"
/>


💡**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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