Whisper Large V3 Turbo Swissgerman
A fine-tuned version of OpenAI Whisper Large V3 Turbo model, specifically optimized for Swiss German dialects via QLoRa, achieving state-of-the-art performance in Swiss German automatic speech recognition tasks.
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Release Time : 11/25/2024
Model Overview
This model is a Swiss German dialect-optimized version based on Whisper Large V3 Turbo, fine-tuned using the 8-bit QLoRa method, focusing on Swiss German automatic speech recognition tasks.
Model Features
Swiss German dialect optimization
Specially fine-tuned for Swiss German dialects, significantly improving dialect recognition accuracy
QLoRa efficient fine-tuning
Utilizes 8-bit QLoRa method for efficient fine-tuning with rank 200 and alpha value 16
High-performance hardware training
Trained using 2×NVIDIA A100 80GB GPUs for 140 hours
Multi-dataset validation
Performance validated on multiple Swiss German datasets, covering various dialects and demographic distributions
Model Capabilities
Swiss German speech recognition
Dialect adaptation processing
High-accuracy speech-to-text
Use Cases
Speech transcription
Swiss parliamentary recording transcription
Transcribe Swiss German speeches in Swiss parliament into text
Significantly reduces word error rate compared to the original model
Dialect voice assistant
Develop dialect voice assistants for Swiss German regions
Better understanding of local dialect expressions
Linguistic research
Swiss German dialect analysis
Used in linguistic research to analyze characteristics of Swiss German dialects
Provides accurate dialect speech transcription
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