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faster-whisper-large-finnish-v3 – AI Model by mpasila | AlphaNeural AI
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faster-whisper-large-finnish-v3
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transformers
whisper-event
finnish
speech-recognition
automatic-speech-recognition
fi
mozilla-foundation/common_voice_11_0
google/fleurs
apache-2.0
model-index
endpoints_compatible
us
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This is a conversion of
Finnish-NLP/whisper-large-finnish-v3
into faster-whisper format.
This is our improved Whisper v3 model that is now finetuned from OpenAI Whisper Large V3
We improve from our previously finetuned Whisper V2 model in the following manner
https://huggingface.co/Finnish-NLP/whisper-large-v2-finnish
CV11 (Common Voice 11 test set) WER (Word error rate) 10.42 --> 8.23
Fleurs (A speech recognition test set by Google) WER (Word error rate) 10.20 --> 8.21
Model was trained on Nvidia RTX4080 for 32k steps with batch size 8, gradient accumulation 2
Original OpenAI Whisper Large V3
- CV11 - WER: 14.81 - WER NORMALIZED: 10.82 - CER: 2.7 - CER NORMALIZED: 2.07
Fleurs
WER: 12.04
WER NORMALIZED: 9.63
CER: 2.48
CER NORMALIZED: 3.64
After Finetuning with Finnish data our V3 got these scores on the test set:
@14000 finetuning steps
CV11
WER: 11.36
WER NORMALIZED: 8.31
CER: 1.93
CER NORMALIZED: 1.48
Fleurs
WER: 10.2
WER NORMALIZED: 8.56
CER: 2.26
CER NORMALIZED: 3.54
@32000 finetuning steps
CV11
WER: 11.47
WER NORMALIZED: 8.23
CER: 1.91
CER NORMALIZED: 1.43
Fleurs
WER: 10.1
WER NORMALIZED: 8.21
CER: 2.2
CER NORMALIZED: 3.23
