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cs.SD2024
Efficient Streaming LLM for Speech Recognition
Junteng Jia, Gil Keren, Wei Zhou +6
Recent works have shown that prompting large language models with audio encodings can unlock speech recognition capabilities. However, existing techniques do not scale efficiently,…
cs.SD2024
Multimodal Emotion Recognition from Raw Audio with Sinc-convolution
Xiaohui Zhang, Wenjie Fu, Mangui Liang
Speech Emotion Recognition (SER) is still a complex task for computers with average recall rates usually about 70% on the most realistic datasets. Most SER systems use hand-crafted…
cs.SD2024
Soft-Weighted CrossEntropy Loss for Continous Alzheimer's Disease Detection
Xiaohui Zhang, Wenjie Fu, Mangui Liang
Alzheimer's disease is a common cognitive disorder in the elderly. Early and accurate diagnosis of Alzheimer's disease (AD) has a major impact on the progress of research on dement…