Sa1Krishna/sema-whisper-large-v3-hindi-finetuned

Whisper Large V3 — Hindi Fine-tuned 🎙️

Fine-tuned version of openai/whisper-large-v3 for Hindi speech recognition using LoRA (PEFT).

Model Details

Usage

from transformers import pipeline

asr = pipeline(
    task='automatic-speech-recognition',
    model='Sa1Krishna/sema-whisper-large-v3-hindi-finetuned',
    chunk_length_s=30,
    device=0
)

result = asr(
    'hindi_audio.wav',
    generate_kwargs={
        'language': 'hindi',
        'task': 'transcribe'
    }
)
print(result['text'])

Training Details

Trained on SPRINGLab/IndicVoices-R_Hindi — a large scale Hindi speech dataset with diverse speakers.

Training Config

• —Optimizer : AdamW
• —LR : 1e-4
• —Batch size : 16 (effective)
• —Precision : bfloat16
• —Framework : HuggingFace Transformers + PEFT

Limitations

• —Optimised for Hindi speech only
• —May struggle with heavy accents
• —Short utterances work best