fnet-large-finetuned-cola-copy Open-source Text Classification Model - Free Deployment for Precise Text Content Classification

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Fnet Large Finetuned Cola Copy

Developed by gchhablani

A text classification model fine-tuned on the GLUE COLA dataset based on google/fnet-large

Text Classification

Transformers

EnglishOpen Source License:Apache-2.0 #English Grammar Checking #GLUE Fine-tuning #Text Acceptability Classification

Downloads 13

Release Time : 3/2/2022

Model Overview

This Transformer model is optimized for English grammatical acceptability classification tasks, primarily used to determine whether sentences conform to English grammar rules

Model Features

Based on FNet Architecture

Uses Fourier transform to replace the self-attention mechanism in traditional Transformers, improving computational efficiency

Fine-tuned on COLA Dataset

Specifically optimized for grammatical acceptability classification tasks

Model Capabilities

English grammar judgment

Text classification

Use Cases

Educational Technology

Grammar Checking Tool

Used in English learning applications to automatically detect sentence grammatical correctness

Content Moderation

Grammar Compliance Check

Automatically detects whether user-generated content complies with basic grammar standards

Training Loss	Epoch	Step	Validation Loss
0.6195	1.0	2138	0.6527
0.6168	2.0	4276	0.6259
0.616	3.0	6414	0.6243

Property	Details
Model Type	fnet-large-finetuned-cola-copy
Training Data	GLUE COLA
Metrics	Matthews Correlation

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Fnet Large Finetuned Cola Copy

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