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Distilbert Base Uncased Finetuned Cola 3
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Distilbert Base Uncased Finetuned Cola 3
Developed by fadhilarkan
A fine-tuned model based on DistilBERT for text classification tasks, excelling on the COLA dataset.
Downloads 16
Release Time : 3/2/2022
Model Overview
This model is a lightweight text classification model based on the DistilBERT architecture, fine-tuned on the COLA dataset, primarily used to judge the grammatical correctness of English sentences.
Model Features
Lightweight and Efficient
Based on the DistilBERT architecture, 40% smaller and 60% faster than standard BERT.
High Accuracy
Achieves a Matthews Correlation Coefficient of 1.0 on the COLA evaluation set.
Multi-label Classification
Supports classification with 5 different labels.
Model Capabilities
Text Classification
Grammar Analysis
Natural Language Understanding
Use Cases
Educational Technology
Grammar Check Tool
Used in English learning applications to automatically detect sentence grammatical correctness.
Highly accurate grammar judgment.
Content Moderation
Content Quality Assessment
Automatically identifies content with non-standard grammar.
Improves content quality standards.
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