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@@ -41,13 +41,9 @@ inference:
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  **How to use:**
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  ```python
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  from transformers import pipeline
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- # 1. load the model with the huggingface `pipeline`
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  genius = pipeline("text2text-generation", model='beyond/genius-large', device=0)
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- # 2. provide a sketch (joint by <mask> tokens)
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  sketch = "<mask> Conference on Empirical Methods <mask> submission of research papers <mask> Deep Learning <mask>"
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- # 3. here we go!
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- generated_text = genius(sketch, num_beams=3, do_sample=True, max_length=200)[0]['generated_text']
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- print(generated_text)
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  ```
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  💡**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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  **How to use:**
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  ```python
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  from transformers import pipeline
 
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  genius = pipeline("text2text-generation", model='beyond/genius-large', device=0)
 
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  sketch = "<mask> Conference on Empirical Methods <mask> submission of research papers <mask> Deep Learning <mask>"
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+ genius(sketch, num_beams=3, do_sample=True, max_length=200)[0]['generated_text']
 
 
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  ```
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  💡**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.