Open-source model of english - filipino - wav2vec2 - l - xls - r - test - 07: Achieving English-to-Filipino speech recognition

English Filipino Wav2vec2 L Xls R Test 07

Developed by Khalsuu

This model is a fine-tuned version of jonatasgrosman/wav2vec2-large-xlsr-53-english on Filipino speech datasets, primarily used for English-to-Filipino speech recognition tasks.

Speech Recognition

Transformers

Open Source License:Apache-2.0 #English-Filipino Speech Recognition #Fine-tuned XLSR Model #Low Word Error Rate

Downloads 24

Release Time : 5/7/2022

Model Overview

This is a speech recognition model based on the wav2vec2 architecture, specifically optimized for English-to-Filipino conversion.

Model Features

Fine-tuned from Large Pre-trained Model

Fine-tuned from the jonatasgrosman/wav2vec2-large-xlsr-53-english model, inheriting its powerful speech recognition capabilities.

English-Filipino Speech Recognition

Specifically optimized for English-to-Filipino speech recognition tasks.

Relatively Low Word Error Rate

Achieved a word error rate (WER) of 0.3755 on the evaluation set, demonstrating good performance.

Model Capabilities

English Speech Recognition

Filipino Speech Recognition

Cross-lingual Speech Recognition

Use Cases

Speech-to-Text

English-Filipino Speech Transcription

Convert English or Filipino speech content into text

Word error rate 0.3755

Language Learning Assistance

Pronunciation Evaluation

Help language learners evaluate the accuracy of English or Filipino pronunciation

Training Loss	Epoch	Step	Validation Loss	Wer
2.9255	2.09	400	0.7742	0.7694
0.5792	4.19	800	0.5368	0.5250
0.3611	6.28	1200	0.4796	0.4718
0.2742	8.38	1600	0.5308	0.4764
0.201	10.47	2000	0.5885	0.4723
0.164	12.57	2400	0.5595	0.4750
0.1374	14.66	2800	0.5836	0.4366
0.1138	16.75	3200	0.6110	0.4628
0.0991	18.85	3600	0.6179	0.4174
0.0837	20.94	4000	0.6681	0.4170
0.0722	23.04	4400	0.6665	0.4103
0.0576	25.13	4800	0.7538	0.4068
0.052	27.23	5200	0.6808	0.3844
0.0449	29.32	5600	0.6768	0.3755

Property	Details
Model Type	english - filipino - wav2vec2 - l - xls - r - test - 07
Training Data	filipino_voice

Featured Recommended AI Models

Empowering the Future, Your AI Solution Knowledge Base

English 简体中文繁體中文にほんご

English Filipino Wav2vec2 L Xls R Test 07

Model Overview

Model Features

Model Capabilities

Use Cases

🚀 english-filipino-wav2vec2-l-xls-r-test-07

🚀 Quick Start

📚 Documentation

Model description

Intended uses & limitations

Training and evaluation data

🔧 Technical Details

Training procedure

Training hyperparameters

Training results

Framework versions

📄 License