Wav2Vec2-large-xlsr-53 English Pronunciation Evaluation Model - Open-source, Free, and Accurately Evaluate English Pronunciation Quality

Wav2vec2 Large Xlsr 53 English Pronunciation Evaluation Aod Cut Balance

Developed by hafidikhsan

English pronunciation assessment model based on wav2vec2-large-xlsr-53 for evaluating English pronunciation quality

Open Source License:Apache-2.0 #English pronunciation assessment #Speech recognition fine-tuning #Multi-metric optimization

Downloads 35

Release Time : 7/9/2023

Model Overview

This model is a fine-tuned version of jonatasgrosman/wav2vec2-large-xlsr-53-english, specifically designed for English pronunciation assessment tasks.

Model Features

High-precision pronunciation assessment

Accurately evaluates English pronunciation quality and provides multiple assessment metrics

Based on wav2vec2 architecture

Utilizes the advanced wav2vec2-large-xlsr-53 architecture for fine-tuning

Multi-metric evaluation

Provides various evaluation metrics such as accuracy, F1 score, precision, and recall

Model Capabilities

English pronunciation quality assessment

Speech feature analysis

Use Cases

Education

English learning assistance

Helps English learners evaluate and improve pronunciation

Provides pronunciation accuracy scores and improvement suggestions

Language testing

Automated pronunciation testing

Used for pronunciation assessment in language proficiency tests

Quickly and objectively evaluates test-takers' pronunciation level

Training Loss	Epoch	Step	Validation Loss	Accuracy	F1	Precision	Recall
1.0011	1.0	105	1.0494	0.5	0.4111	0.4721	0.5
0.7777	2.0	210	0.9454	0.5576	0.5178	0.5332	0.5576
0.7462	3.0	315	1.1190	0.5815	0.5649	0.5757	0.5815
0.6099	4.0	420	1.0299	0.6043	0.5975	0.5992	0.6043
0.4457	5.0	525	1.0674	0.6055	0.6017	0.6074	0.6055

Property	Details
Model Type	wav2vec2-large-xlsr-53-english-pronunciation-evaluation-aod-cut-balance
Metrics	accuracy, f1, precision, recall

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Wav2vec2 Large Xlsr 53 English Pronunciation Evaluation Aod Cut Balance

Model Overview

Model Features

Model Capabilities

Use Cases

🚀 wav2vec2-large-xlsr-53-english-pronunciation-evaluation-aod-cut-balance

🚀 Quick Start

📚 Documentation

Training procedure

Training hyperparameters

Training results

Framework versions

📄 License