agentlans / mdeberta-v3-base-quality

huggingface.co
Total runs: 95
24-hour runs: 0
7-day runs: 27
30-day runs: 61
Model's Last Updated: October 12 2024
text-classification

Introduction of mdeberta-v3-base-quality

Model Details of mdeberta-v3-base-quality

DeBERTa V3 Base for Multilingual Quality Assessment

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

Model Details
  • Architecture: mdeberta-v3-base-quality
  • Task: Regression (Quality 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 quality score for text
    • higher values indicate better text
Performance

Root mean squared error (RMSE) on 20% held-out validation set: 0.5036

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
  • Quality 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-quality on huggingface.co

95
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0
24-hour runs
11
3-day runs
27
7-day runs
61
30-day runs

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mdeberta-v3-base-quality install

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

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