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 in real-world scenarios. One solution involves the used of speech enhancement (SE) models as the front end of ASR. However%2C neural network-based (NN-based) SE often introduces artifacts into the enhanced signals and harms ASR performance%2C particularly when SE and ASR are independently trained. Therefore%2C this study introduces a simple yet effective SE post-processing technique to address the gap between various pre-trained SE and ASR models. A bridge module%2C which is a lightweight NN%2C is proposed to evaluate the signal-level information of the speech signal. Subsequently%2C using the signal-level information%2C the observation addition technique is applied to effectively reduce the shortcomings of SE. The experimental results demonstrate the success of our method in integrating diverse pre-trained SE and ASR models%2C considerably boosting the ASR robustness. Crucially%2C no prior knowledge of the ASR or speech contents is required during the training or inference stages. Moreover%2C the effectiveness of this approach extends to different datasets without necessitating the fine-tuning of the bridge module%2C ensuring efficiency and improved generalization.?quality=80&w=800)
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