distilbert-base-uncased-finetuned-cola Open-source Text Classification Model - Free Deployment, Accurately Judge Sentence Grammatical Correctness

Distilbert Base Uncased Finetuned Cola

Developed by histinct7002

A lightweight text classification model based on DistilBERT, fine-tuned on the GLUE CoLA task for judging grammatical correctness of sentences

Text Classification

Transformers

Open Source License:Apache-2.0 #Grammar correctness detection #Text classification optimization #Educational applications

Downloads 15

Release Time : 3/2/2022

Model Overview

This model is a fine-tuned version of DistilBERT, specifically designed for grammatical acceptability classification tasks (CoLA), capable of determining whether English sentences conform to grammatical rules

Model Features

Lightweight and efficient

Uses distillation technology to compress the BERT model, significantly reducing model size while maintaining high accuracy

Grammar analysis

Optimized specifically for English grammatical acceptability tasks, capable of identifying grammatical correctness of sentences

Fast inference

Faster inference speed compared to the original BERT model, suitable for production environment deployment

Model Capabilities

English grammar checking

Text classification

Natural language understanding

Use Cases

Educational technology

Grammar checking tool

Integrated into writing assistance tools to automatically detect English grammar errors

Matthews correlation coefficient of 0.529, demonstrating good grammatical judgment capability

Content moderation

Content quality filtering

Identifying user-generated content that does not conform to grammar rules

Training Loss	Epoch	Step	Validation Loss	Matthews Correlation
0.5227	1.0	535	0.4715	0.4678
0.3493	2.0	1070	0.4600	0.5291
0.2393	3.0	1605	0.6018	0.5219
0.1714	4.0	2140	0.7228	0.5245
0.1289	5.0	2675	0.8154	0.5279

Property	Details
Model Type	distilbert - base - uncased - finetuned - cola
Training Data	glue
Metrics	matthews_correlation

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Distilbert Base Uncased Finetuned Cola

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