wav2vec2-large-xls-r-300m-Slovenian-with-lm Open-source Model - Free Deployment, Accurately Recognize Slovenian Speech

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Wav2vec2 Large Xls R 300m Slowenian With Lm

Developed by mfleck

A Slovenian speech recognition model fine-tuned from facebook/wav2vec2-xls-r-300m with language model support

Speech Recognition

Transformers

Open Source License:Apache-2.0 #Slovenian speech recognition #Large-scale pretraining #Low word error rate

Downloads 16

Release Time : 3/15/2022

Model Overview

This model is an optimized automatic speech recognition (ASR) system for Slovenian, fine-tuned from the original wav2vec2-xls-r-300m model and integrated with a language model to improve recognition accuracy

Model Features

Language model enhancement

Integrated with a language model, significantly improving speech recognition accuracy and fluency

Efficient fine-tuning

Fine-tuned based on the large pretrained model wav2vec2-xls-r-300m, fully utilizing pretrained knowledge

Multi-stage training

Adopts a progressive training strategy, gradually optimizing from high loss to low loss

Model Capabilities

Slovenian speech-to-text

Continuous speech recognition

Speech recognition with language model

Use Cases

Speech transcription

Meeting minutes automation

Automatically convert Slovenian meeting recordings into text transcripts

Word error rate 34.8%

Voice assistant

Provide voice interaction support for Slovenian users

Training Loss	Epoch	Step	Validation Loss	Wer
7.9937	2.5	100	3.1565	1.0
3.0466	5.0	200	3.0009	0.9992
2.9708	7.5	300	2.9494	0.9992
2.0519	10.0	400	0.8874	0.7290
0.5773	12.5	500	0.5258	0.5037
0.3427	15.0	600	0.4767	0.4649
0.2612	17.5	700	0.4549	0.4209
0.212	20.0	800	0.4294	0.3860
0.1748	22.5	900	0.4085	0.3769
0.1587	25.0	1000	0.4017	0.3673
0.1435	27.5	1100	0.3927	0.3538
0.1314	30.0	1200	0.3935	0.3480

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Wav2vec2 Large Xls R 300m Slowenian With Lm

Model Overview

Model Features

Model Capabilities

Use Cases

🚀 wav2vec2-large-xls-r-300m-slowenian-with-lm

🚀 Quick Start

📚 Documentation

Model description

Intended uses & limitations

Training and evaluation data

🔧 Technical Details

Training procedure

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Training results

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📄 License