Whisper Tiny Myanmar ShopVoice
This model is a further fine-tuned version of thantzinphyo/whisper-tiny-myanmar-shopvoice for myanmar shopvoice speech recognition.
The ShopVoice model was trained for Myanmar shop speech recognition. This updated version continues training with additional shop-domain speech data to improve recognition of natural Myanmar shop conversations and ordering expressions.
Base Model
- Initial Myanmar Whisper model:
chuuhtetnaing/whisper-tiny-myanmar - Continued ShopVoice model:
thantzinphyo/whisper-tiny-myanmar-shopvoice - Dataset:
thantzinphyo/myanmar-shopvoice
Training Results
| Step | Training Loss | Validation Loss | WER |
|---|---|---|---|
| 100 | 0.413740 | 0.108490 | 65.882353 |
| 200 | 0.090619 | 0.063400 | 44.705882 |
| 300 | 0.049589 | 0.059023 | 40.000000 |
| 400 | 0.027028 | 0.059179 | 38.235294 |
Usage
from transformers import pipeline
pipe = pipeline(
"automatic-speech-recognition",
model="thantzinphyo/whisper-tiny-myanmar-shopvoice",
)
output = pipe(
"your_audio.wav",
generate_kwargs={"language": "myanmar", "task": "transcribe"},
)
print(output["text"]) # ကြက်သားဟင်းတစ်ပွဲ ဆိတ်သားဆီပြန်ခြောက်ပွဲ ချဉ်ပေါင်ရွက်တစ်စီး
Intended Use
This model is intended for learning and research on Myanmar speech recognition in real-world shop environments, focusing on natural shop conversations and transactional speech.
Notes
This is a domain fine-tuned Whisper Tiny model. Accuracy can vary depending on recording quality, accent, noise, and whether the spoken words are close to the training domain.
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