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Distilbert Base Uncased Finetuned Cola
This model is a text classification model fine-tuned on the GLUE CoLA dataset based on DistilBERT, used to determine the grammatical correctness of English sentences.
Downloads 14
Release Time : 3/2/2022
Model Overview
A lightweight version of DistilBERT, specifically fine-tuned for grammatical acceptability classification tasks, suitable for grammar checking of English text.
Model Features
Lightweight and efficient
Uses distillation technology to retain 97% of BERT's performance while reducing size by 40%
Grammar analysis
Specifically optimized for English grammatical acceptability classification tasks
Fast inference
Faster inference speed compared to the original BERT model
Model Capabilities
English grammar checking
Text classification
Sentence acceptability judgment
Use Cases
Educational technology
English writing assistance
Automatically detects grammatical errors in student essays
Matthews correlation coefficient of 0.547 indicates moderate to high judgment accuracy
Content moderation
Grammar compliance check
Verifies whether user-generated content complies with basic grammar standards
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