Wav2Vec2 Turkish Speech Recognition Model - Open-source and Free, Precision Recognition Based on Dataset Fine-tuning

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Wav2vec2 Large Xls R 300m Turkish Colab Common Voice 8 6

Developed by husnu

This is a Turkish speech recognition model based on the wav2vec2 architecture, fine-tuned on the common_voice dataset

Speech Recognition

Transformers

Open Source License:Apache-2.0 #Turkish speech recognition #Low word error rate #XLS-R architecture

Downloads 21

Release Time : 5/10/2022

Model Overview

This model is a fine-tuned version of husnu/wav2vec2-large-xls-r-300m-turkish-colab_common_voice-8_5 on the common_voice dataset, primarily used for Turkish speech recognition tasks

Model Features

High-performance Turkish recognition

Achieved a word error rate (WER) of 0.3478 on the common_voice evaluation set

Based on large-scale pre-trained models

Built on the wav2vec2-large-xls-r-300m architecture with powerful feature extraction capabilities

Fine-tuned optimization

Undergone multiple rounds of fine-tuning on the Turkish common_voice dataset

Model Capabilities

Turkish speech recognition

Audio-to-text conversion

Use Cases

Speech transcription

Turkish speech transcription

Convert Turkish speech to text

Word error rate 0.3478

Voice assistants

Turkish voice command recognition

Used for command recognition in Turkish voice assistant systems

Training Loss	Epoch	Step	Validation Loss	Wer
0.1024	0.51	400	0.4030	0.4171
0.1533	1.02	800	0.4733	0.4570
0.1584	1.53	1200	0.4150	0.4371
0.1538	2.04	1600	0.4104	0.4390
0.1395	2.55	2000	0.3891	0.4133
0.1415	3.07	2400	0.3877	0.4015
0.1261	3.58	2800	0.3685	0.3899
0.1149	4.09	3200	0.3791	0.3881
0.1003	4.6	3600	0.3642	0.3626
0.0934	5.11	4000	0.3755	0.3516
0.0805	5.62	4400	0.3646	0.3478

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Wav2vec2 Large Xls R 300m Turkish Colab Common Voice 8 6

Model Overview

Model Features

Model Capabilities

Use Cases

🚀 wav2vec2-large-xls-r-300m-turkish-colab_common_voice-8_6

🚀 Quick Start

📚 Documentation

Training and Evaluation

Training hyperparameters

Training results

Framework versions

📄 License