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README.md
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---
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library_name: transformers
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base_model:
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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
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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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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
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