Distilbert Base Uncased Finetuned Cola
This model is a fine-tuned version of the DistilBERT base model on the COLA dataset, primarily used for grammatical acceptability judgment tasks.
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Release Time : 3/2/2022
Model Overview
A fine-tuned DistilBERT model specialized in grammatical acceptability classification tasks, capable of determining whether sentences conform to English grammar rules.
Model Features
Efficient and Lightweight
Based on the DistilBERT architecture, it is smaller and faster than the full BERT model while maintaining high performance.
High Accuracy
Achieves 99.15% accuracy on the validation set, demonstrating excellent performance.
Fast Convergence
Requires only 4 training epochs to reach near-optimal performance.
Model Capabilities
Grammatical correctness judgment
Text classification
Natural language understanding
Use Cases
Educational technology
Grammar checking tool
Used in English learning applications to automatically detect grammatical correctness in student writing.
Content moderation
Grammar error filtering
Automatically identifies grammatical errors in user-generated content.
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