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Update README.md

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  ---
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  library_name: transformers
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- base_model: deberta-v3-xsmall-readability-pretrain
 
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  tags:
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  - generated_from_trainer
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  model-index:
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  - name: deberta-v3-xsmall-readability
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  results: []
 
 
 
 
 
 
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  ---
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  # English Text Readability Prediction
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- This model card describes a fine-tuned DeBERTa-v3-xsmall model for predicting the readability level of English texts.
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  Suitable for:
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  - Assessing educational material complexity
@@ -57,7 +64,7 @@ text = ["One day, Tim's teddy bear was sad. Tim did not know why his teddy bear
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  "A few years back, I decided it was time for me to take a break from my mundane routine and embark on an adventure.",
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  "We also experimentally verify that simply scaling the pulse energy by 3/2 between linearly and circularly polarized pumping closely reproduces the soliton and dispersive wave dynamics."]
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  result = readability(text)
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- result
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  ```
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  <details>
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  - The model should not be the sole determinant for content suitability decisions
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  - The writer or publisher should also consider the content, context, and reader expectations
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- - Potential social or societal biases due to the training data sources
 
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  ---
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  library_name: transformers
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+ base_model:
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+ - microsoft/deberta-v3-xsmall
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  tags:
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  - generated_from_trainer
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  model-index:
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  - name: deberta-v3-xsmall-readability
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  results: []
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+ license: mit
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+ datasets:
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+ - agentlans/readability
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+ language:
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+ - en
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+ pipeline_tag: text-classification
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  ---
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  # English Text Readability Prediction
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+ This is a fine-tuned DeBERTa-v3-xsmall model for predicting the readability level of English texts.
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  Suitable for:
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  - Assessing educational material complexity
 
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  "A few years back, I decided it was time for me to take a break from my mundane routine and embark on an adventure.",
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  "We also experimentally verify that simply scaling the pulse energy by 3/2 between linearly and circularly polarized pumping closely reproduces the soliton and dispersive wave dynamics."]
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  result = readability(text)
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+ [round(x, 1) for x in result] # Estimated reading grades [2.9, 9.8, 21.9]
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  ```
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  <details>
 
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  - The model should not be the sole determinant for content suitability decisions
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  - The writer or publisher should also consider the content, context, and reader expectations
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+ - Potential social or societal biases due to the training data sources