Applying PC and FCI causal discovery to children's ASR shows that gender does not cause word errors, age mainly causes substitution errors, and fine-tuning does not reduce the impact of utterance length.
Dataset Following [7], we use CSLU Kids [16] for causal analysis due to the availability of diverse age groups and gender metadata
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Causal Structure Discovery for Error Diagnostics of Children's ASR
Applying PC and FCI causal discovery to children's ASR shows that gender does not cause word errors, age mainly causes substitution errors, and fine-tuning does not reduce the impact of utterance length.