Mizo Automatic Speech Recognition (ASR) Models v3.0

qwen3-asr-1.7b-mizonal3-E3-lus-v2026.06

This model is a fine-tuned version of Qwen/Qwen3-ASR-1.7B on the MiZonal v3.0 dataset.

It achieves the following results on the evaluation set:

  • Wer: 21.3802
  • Cer: 4.4457
  • Real Time Factor: 0.0589

Quick Inference

import torch
from qwen_asr import Qwen3ASRModel

# Load the model
model = Qwen3ASRModel.from_pretrained(
    "andrewbawitlung/qwen3-asr-1.7b-mizonal3-E3-lus-v2026.06", 
    dtype=torch.bfloat16, 
    device_map="cuda:0"  # Adjust device as needed
)

# Transcribe audio
results = model.transcribe("your_audio.wav")
print(results)

Model description

Experiment Configurations

This repository is part of a series of experiments. The different configurations are:

  • E1 (Baseline): Standard training configuration.
  • E2 (Noise): Training with background noise augmentation.
  • E3 (Speed): Training with speed perturbation augmentation.
  • E4 (SpecAug): Training with SpecAugment (time and frequency masking).
  • E5 (Combined): Training with a combination of all augmentations.

All Models in this Family

Training hyperparameters

The following hyperparameters were used during training:

  • learning_rate: 2e-05
  • train_batch_size: 32
  • eval_batch_size: 8
  • seed: 42
  • optimizer: OptimizerNames.ADAMW_TORCH_FUSED
  • lr_scheduler_type: SchedulerType.LINEAR
  • num_epochs: 8

Training results

step epoch train_loss eval_loss eval_wer eval_cer learning_rate grad_norm
200 0.9709 0.4075 0.2658 22.4385 4.9848 1.79e-05 6.1250
400 1.9417 0.1853 0.2452 19.5096 4.4547 1.55e-05 5.7188
600 2.9126 0.0737 0.2774 19.1982 4.4847 1.30e-05 3.8750
800 3.8835 0.0359 0.3090 19.7626 4.5784 1.05e-05 3.2031
1000 4.8544 0.0132 0.3367 19.1398 4.4158 8.04e-06 2.7344
1200 5.8252 0.0077 0.3561 19.3344 4.5642 5.56e-06 0.9766
1400 6.7961 0.0053 0.3702 19.2469 4.5271 3.08e-06 0.6406
1600 7.7670 0.0052 0.3726 19.2955 4.5713 6.07e-07 0.4590
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