wav2vec2-large-xls-r-1b-Indonesian Open-source Model - Free Implementation of Automatic Indonesian Speech Recognition

Wav2vec2 Large Xls R 1b Indonesian

Developed by kingabzpro

An automatic speech recognition model fine-tuned on the Common Voice Indonesian dataset based on facebook/wav2vec2-xls-r-1b

Speech Recognition

Transformers

OtherOpen Source License:Apache-2.0 #Indonesian speech recognition #Large parameter model #Multi-scenario adaptation

Downloads 14

Release Time : 3/2/2022

Model Overview

This is an automatic speech recognition (ASR) model optimized for Indonesian, based on the wav2vec2-xls-r-1b architecture and fine-tuned on the Common Voice 8.0 dataset.

Model Features

Fine-tuned large-scale pre-trained model

Fine-tuned on the 1-billion-parameter wav2vec2-xls-r-1b model, featuring powerful speech feature extraction capabilities

Indonesian language optimization

Specifically optimized for Indonesian, performing well on the Common Voice Indonesian dataset

Multi-scenario evaluation

Evaluated on multiple datasets including Common Voice and robust speech competitions, comprehensively reflecting model performance

Model Capabilities

Indonesian speech recognition

Speech-to-text

Automatic speech transcription

Use Cases

Speech transcription

Voice memo transcription

Convert Indonesian voice memos to text

Achieved a 45.51% word error rate on the Common Voice test set

Voice interface

Voice control applications

Provide recognition capabilities for Indonesian voice control applications

Task	Dataset	Metrics
Automatic Speech Recognition	Common Voice id (mozilla - foundation/common_voice_8_0, args: id)	Test WER: 45.51 Test CER: 16.43
Automatic Speech Recognition	Robust Speech Event - Dev Data (speech - recognition - community - v2/dev_data, args: id)	Test WER: 72.73
Automatic Speech Recognition	Robust Speech Event - Test Data (speech - recognition - community - v2/eval_data, args: id)	Test WER: 79.29

Training Loss	Epoch	Step	Validation Loss	Wer	Cer
3.663	7.69	200	0.7898	0.6039	0.1848
0.7424	15.38	400	1.0215	0.5615	0.1924
0.4494	23.08	600	1.0901	0.5249	0.1932
0.5075	30.77	800	1.1013	0.5079	0.1935
0.4671	38.46	1000	1.1034	0.4916	0.1827
0.1928	46.15	1200	0.9550	0.4551	0.1643

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Wav2vec2 Large Xls R 1b Indonesian

Model Overview

Model Features

Model Capabilities

Use Cases

🚀 wav2vec2-large-xls-r-1b-Indonesian

✨ Features

📚 Documentation

Evaluation Results

Model Index

Training Hyperparameters

Training Results

Framework Versions

📄 License