Distilbert Base Uncased Finetuned Cola
A text classification model based on DistilBERT, fine-tuned on the GLUE dataset CoLA task for judging grammatical correctness of sentences
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Release Time : 3/2/2022
Model Overview
This model is a fine-tuned version of DistilBERT, specifically designed for grammatical acceptability classification tasks. It can determine whether an English sentence is grammatically acceptable.
Model Features
Efficient and lightweight
Based on the DistilBERT architecture, it is smaller and faster than standard BERT models while maintaining good performance
Grammar analysis
Optimized specifically for grammatical acceptability classification tasks, effectively judging sentence grammatical correctness
Fine-tuning optimization
Specially fine-tuned on the GLUE benchmark CoLA task, outperforming the base model
Model Capabilities
Text classification
Grammar analysis
Sentence acceptability judgment
Use Cases
Educational technology
Grammar checking tool
Integrated into writing assistance tools to help learners identify grammatical errors
Can accurately identify grammatically unacceptable sentences
Content moderation
Content quality filtering
Used to filter user-generated content with poor grammar
Improves overall platform content quality
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