For the Clarity speech intelligibility task, a single encoder layer plus a temporal transformer head and a three-model ensemble beats use-all-layers pooling.
Effect of hearing aid technology level and individual characteristics on listener outcome measures
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Unveiling the Best Practices for Applying Speech Foundation Models to Speech Intelligibility Prediction for Hearing-Impaired People
For the Clarity speech intelligibility task, a single encoder layer plus a temporal transformer head and a three-model ensemble beats use-all-layers pooling.