The best model, GOP-CTC-AF-E2E, combines alignment-free CTC goodness-of-pronunciation features with a transformer and end-to-end fine-tuning, achieving the top leaderboard scores in the NOCASA 2025 challenge.
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Comparison of End-to-end Speech Assessment Models for the NOCASA 2025 Challenge
The best model, GOP-CTC-AF-E2E, combines alignment-free CTC goodness-of-pronunciation features with a transformer and end-to-end fine-tuning, achieving the top leaderboard scores in the NOCASA 2025 challenge.