Open-source Hindi Speech Recognition Model Wav2Vec2_xls_r_300m_hi_final - Accurate Recognition for Better Communication

Wav2vec2 Xls R 300m Hi Final

Developed by LegolasTheElf

Hindi speech recognition model fine-tuned from facebook/wav2vec2-xls-r-300m, trained on Openslr multilingual corpus and Common Voice 7.0 dataset

Speech Recognition

Transformers

OtherOpen Source License:Apache-2.0 #Hindi speech recognition #Multilingual ASR #Low CER performance

Downloads 14

Release Time : 3/2/2022

Model Overview

This is an optimized automatic speech recognition (ASR) model for Hindi, suitable for converting Hindi speech to text

Model Features

Multi-dataset training

Trained on both Openslr multilingual corpus and Common Voice 7.0 dataset to improve model generalization

Low error rate

Achieves 31.37% Word Error Rate (WER) and 9.72% Character Error Rate (CER) on evaluation sets

Efficient training

Optimized training efficiency using mixed precision training and gradient accumulation techniques

Model Capabilities

Hindi speech recognition

Speech-to-text

Long audio processing

Use Cases

Speech transcription

Hindi speech transcription

Convert Hindi speech content to text

Achieves 31.37% Word Error Rate on test sets

Voice assistants

Hindi voice command recognition

For voice assistant systems supporting Hindi

Training Loss	Epoch	Step	Validation Loss	Wer	Cer
0.9821	0.64	400	0.5059	0.4783	0.1573
0.6861	1.28	800	0.4201	0.4247	0.1356
0.585	1.92	1200	0.3797	0.3811	0.1210
0.5193	2.56	1600	0.3577	0.3652	0.1152
0.4583	3.21	2000	0.3422	0.3519	0.1111
0.4282	3.85	2400	0.3261	0.3450	0.1071
0.3951	4.49	2800	0.3201	0.3325	0.1048
0.3619	5.13	3200	0.3167	0.3296	0.1030
0.345	5.77	3600	0.3157	0.3210	0.1013
0.338	6.41	4000	0.3051	0.3143	0.0982
0.3155	7.05	4400	0.3059	0.3154	0.0986
0.3057	7.69	4800	0.3035	0.3137	0.0972

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

Wav2vec2 Xls R 300m Hi Final

Model Overview

Model Features

Model Capabilities

Use Cases

🚀 Wav2Vec2_xls_r_300m_hi_final

📚 Documentation

Model description

Intended uses & limitations

Training and evaluation data

🔧 Technical Details

Training procedure

Training hyperparameters

Training results

Framework versions

📄 License