English - Filipino - Wav2Vec2 - L - XLS - R - Test - 06 Open Source Model - Supports English and Filipino Speech Recognition

English Filipino Wav2vec2 L Xls R Test 06

Developed by Khalsuu

This model is a fine-tuned version of jonatasgrosman/wav2vec2-large-xlsr-53-english on the filipino_voice dataset, designed for English and Filipino speech recognition tasks.

Speech Recognition

Transformers

Open Source License:Apache-2.0 #Filipino speech recognition #Multilingual transfer learning #Low-resource optimization

Downloads 24

Release Time : 5/7/2022

Model Overview

This is a speech recognition model based on the wav2vec2 architecture, specifically optimized for English and Filipino languages.

Model Features

Multilingual support

Supports speech recognition for both English and Filipino

Fine-tuned from large model

Fine-tuned from the jonatasgrosman/wav2vec2-large-xlsr-53-english model

Optimized training

Trained for 30 epochs with gradual improvement in word error rate

Model Capabilities

English speech recognition

Filipino speech recognition

Audio to text conversion

Use Cases

Speech transcription

English speech transcription

Convert English speech to text

Word error rate 0.6568

Filipino speech transcription

Convert Filipino speech to text

Training Loss	Epoch	Step	Validation Loss	Wer
3.0031	2.09	400	1.2366	0.8780
0.9084	4.19	800	1.0653	0.8081
0.6484	6.28	1200	1.1648	0.8258
0.5335	8.38	1600	1.0903	0.7542
0.4359	10.47	2000	0.9466	0.7058
0.3629	12.57	2400	0.9266	0.7048
0.3057	14.66	2800	1.0879	0.7018
0.2477	16.75	3200	1.1113	0.7022
0.208	18.85	3600	1.1345	0.6742
0.1781	20.94	4000	1.3117	0.6974
0.1465	23.04	4400	1.3248	0.6916
0.1288	25.13	4800	1.4306	0.6523
0.1108	27.23	5200	1.5155	0.6685
0.099	29.32	5600	1.5806	0.6568

Property	Details
Model Type	Fine - tuned version of jonatasgrosman/wav2vec2-large-xlsr-53-english on the filipino_voice dataset
Training Data	filipino_voice
License	Apache - 2.0

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English Filipino Wav2vec2 L Xls R Test 06

Model Overview

Model Features

Model Capabilities

Use Cases

🚀 english-filipino-wav2vec2-l-xls-r-test-06

🚀 Quick Start

📚 Documentation

Model description

Intended uses & limitations

Training and evaluation data

Training procedure

Training hyperparameters

Training results

Framework versions

📄 License

📦 Information Table