agentlans / mdeberta-v3-base-readability

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Total runs: 42
24-hour runs: 0
7-day runs: 1
30-day runs: -42
Model's Last Updated: October 12 2024
text-classification

Introduction of mdeberta-v3-base-readability

Model Details of mdeberta-v3-base-readability

DeBERTa V3 Base for Multilingual Readability Assessment

This is a fine-tuned version of the multilingual DeBERTa model (mdeberta) for assessing text readability across languages.

Model Details
  • Architecture: mdeberta-base
  • Task: Regression (Readability Assessment)
  • Training Data: agentlans/tatoeba-english-translations dataset containing 39 100 English translations
  • Input: Text in any of the supported languages by DeBERTa
  • Output: Estimated U.S. grade level for text comprehension
    • higher values indicate more complex text
Performance

Root mean squared error (RMSE) on 20% held-out validation set: 1.063

Training Data

The model was trained on agentlans/tatoeba-english-translations .

Usage
Limitations
  • Performance may vary for texts significantly different from the training data
  • Output is based on statistical patterns and may not always align with human judgment
  • Readability is assessed purely on textual features, not considering factors like subject familiarity or cultural context
Ethical Considerations
  • Should not be used as the sole determinant of text suitability for specific audiences
  • Results may reflect biases present in the training data sources
  • Care should be taken when using these models in educational or publishing contexts

Runs of agentlans mdeberta-v3-base-readability on huggingface.co

42
Total runs
0
24-hour runs
3
3-day runs
1
7-day runs
-42
30-day runs

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mdeberta-v3-base-readability huggingface.co

mdeberta-v3-base-readability huggingface.co is an AI model on huggingface.co that provides mdeberta-v3-base-readability's model effect (), which can be used instantly with this agentlans mdeberta-v3-base-readability model. huggingface.co supports a free trial of the mdeberta-v3-base-readability model, and also provides paid use of the mdeberta-v3-base-readability. Support call mdeberta-v3-base-readability model through api, including Node.js, Python, http.

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agentlans mdeberta-v3-base-readability online free

mdeberta-v3-base-readability huggingface.co is an online trial and call api platform, which integrates mdeberta-v3-base-readability's modeling effects, including api services, and provides a free online trial of mdeberta-v3-base-readability, you can try mdeberta-v3-base-readability online for free by clicking the link below.

agentlans mdeberta-v3-base-readability online free url in huggingface.co:

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mdeberta-v3-base-readability install

mdeberta-v3-base-readability is an open source model from GitHub that offers a free installation service, and any user can find mdeberta-v3-base-readability on GitHub to install. At the same time, huggingface.co provides the effect of mdeberta-v3-base-readability install, users can directly use mdeberta-v3-base-readability installed effect in huggingface.co for debugging and trial. It also supports api for free installation.

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