Open-source Speech Recognition Model wav2vec2-large-xls-r-1b-frisian-cv-13-elderly - Accurately Recognize Frisian, Optimized for the Elderly

Wav2vec2 Large Xls R 1b Frisian Cv 13 Elderly

Developed by golesheed

Frisian speech recognition model based on the wav2vec2-large-xls-r-1b architecture, specifically optimized for elderly users

Speech Recognition

Transformers

Open Source License:Apache-2.0 #Frisian speech recognition #Large model fine-tuning #Low word error rate

Downloads 23

Release Time : 5/27/2023

Model Overview

This model is a fine-tuned version of the wav2vec2-large-xls-r-1b architecture, focusing on automatic speech recognition tasks for Frisian, with special optimizations for the speech characteristics of elderly users

Model Features

Optimized for elderly users

Specially optimized for the speech characteristics of elderly users

Large-scale pre-training

Based on the large-scale wav2vec2 architecture with 1 billion parameters

Low word error rate

Achieves a word error rate of 29.77% on the validation set

Model Capabilities

Frisian speech recognition

Elderly speech feature recognition

Use Cases

Speech transcription

Oral history recording for elderly

Used to record and transcribe historical stories narrated by elderly Frisian speakers

Effectively recognizes pronunciation characteristics unique to elderly speakers

Medical voice assistant

Provides a voice-interactive medical assistance system for elderly patients in Frisian-speaking regions

Training Loss	Epoch	Step	Validation Loss	Wer
7.3658	5.0	50	1.9244	0.9718
0.8028	10.0	100	0.2503	0.2848
0.5111	15.0	150	0.2351	0.2870
0.7741	20.0	200	0.2383	0.2955
0.9183	25.0	250	0.2522	0.2977
0.5903	30.0	300	0.2773	0.3035
0.3031	35.0	350	0.2857	0.3067
0.4772	40.0	400	0.3087	0.3089
0.619	45.0	450	0.2857	0.3071
0.5617	50.0	500	0.2914	0.3035
0.4333	55.0	550	0.3058	0.3044
0.4576	60.0	600	0.3192	0.3008
0.3573	65.0	650	0.3158	0.3053
0.5565	70.0	700	0.3092	0.3076
0.4619	75.0	750	0.3110	0.3008
0.2608	80.0	800	0.3100	0.2977

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Wav2vec2 Large Xls R 1b Frisian Cv 13 Elderly

Model Overview

Model Features

Model Capabilities

Use Cases

🚀 wav2vec2-large-xls-r-1b-frisian-cv-13-elderly

📚 Documentation

Model description

Intended uses & limitations

Training and evaluation data

🔧 Technical Details

Training procedure

Training hyperparameters

Training results

Framework versions

📄 License