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CDLI Qwen3-ASR Luganda Typical Speech Fine-tune

This repo contains the selected checkpoint checkpoint-82500 from the LG-QWEN3-ASR-TYPICAL-0P6B-T1 run.

Training Setup

  • Base model: Qwen/Qwen3-ASR-0.6B
  • Datasets: KasuleTrevor/lg_100hrs + dmusingu/yogera-dataset (Luganda split)
  • Training language tag: Luganda
  • Forced inference language: disabled
  • Epochs: 10
  • Batch size: 4
  • Gradient accumulation: 2
  • Learning rate: 2e-05
  • Scheduler: cosine
  • Warmup ratio: 0.03
  • Save steps: 500
  • Selected checkpoint: checkpoint-82500
  • Selection reason: existing test_metrics.json checkpoint

Final Test Metrics

  • Corpus WER (normalized): 0.285200
  • Corpus CER (normalized): 0.072388
  • Average utterance WER (normalized): 0.289360
  • Average utterance CER (normalized): 0.073545

Checkpoint Selection Evidence

checkpoint step eval_loss
checkpoint-81000 81000 0.1503518372774124
checkpoint-81500 81500 0.1503709256649017
checkpoint-82000 82000 0.1504658609628677
checkpoint-82500 82500 0.1502721607685089
checkpoint-83000 83000 0.1503749638795852
checkpoint-83500 83500 0.150355577468872
checkpoint-84000 84000 0.1503630727529525
checkpoint-84380 84380 0.1503630727529525

Source Dataset Breakdown

source_dataset n_samples mean_wer mean_cer median_wer median_cer
lg100 2828 0.2894 0.0735 0.25 0.0426

Artifacts

  • Result folder: results/checkpoint-82500/
  • Includes checkpoint validation summaries, final test predictions, scored outputs, and grouped analyses.
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