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Distilbert Base Uncased Finetuned Cola
This model is a fine-tuned text classification model based on DistilBERT for the CoLA task in GLUE, used to determine the grammatical correctness of English sentences.
Downloads 17
Release Time : 3/2/2022
Model Overview
This is a fine-tuned DistilBERT model specifically designed for grammatical acceptability classification tasks (CoLA). It can determine whether a given English sentence conforms to grammatical 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.
Professional Grammar Judgment
Specially optimized for grammatical acceptability classification tasks.
Good Performance
Achieves a Matthews correlation coefficient of 0.52 on the CoLA task.
Model Capabilities
English Grammar Judgment
Text Classification
Sentence Acceptability Evaluation
Use Cases
Educational Technology
Grammar Checking Tool
Integrated into writing assistance tools to help non-native English speakers check for grammatical errors.
Can identify sentence structures that do not conform to English grammar.
Natural Language Processing Research
Grammar Analysis Benchmark
Used as a benchmark or comparison model for grammar analysis tasks.
Provides reliable performance metrics for grammatical judgment.
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