Method note: This is a metadata-conditioned/oracle prompt experiment. The prompt uses speaker severity, disorder type, and etiology from speaker_metadata.csv; compare it separately from deployment baselines.
WER framing: this notebook does not ask the model to remove repetitions, clean disfluencies, summarize, or normalize grammar.
Base model: KasuleTrevor/cdli-qwen3-asr-lg-typical-1p7b-base-finetune
LR: 5e-05
Scheduler: cosine
Epochs: 5
Metadata Prompt Template
Speaker speech disorder type, speech impairment severity, and etiology are inserted from metadata. The prompt then instructs exact Luganda transcription while preserving repetitions, disfluencies, false starts, and partial words.