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eess.AS2025
Auden-Voice: General-Purpose Voice Encoder for Speech and Language Understanding
Mingyue Huo, Wei-Cheng Tseng, Yiwen Shao +2
Human voice encodes both identity and paralinguistic cues, yet encoders in large audio-language models (LALMs) rarely balance both aspects. In this work, we present a study toward…
eess.AS2025
Revisiting Audio-language Pretraining for Learning General-purpose Audio Representation
Wei-Cheng Tseng, Xuanru Zhou, Mingyue Huo +3
Audio-language pretraining (ALP) holds promise for learning general-purpose audio representation, yet remains underexplored. Crucially, there is no consensus on whether audio-langu…
eess.AS2025
TTA: Transcribe, Translate and Alignment for Cross-lingual Speech Representation
Wei Liu, Jiahong Li, Yiwen Shao +1
Speech-LLM models have demonstrated great performance in multi-modal and multi-task speech understanding. A typical speech-LLM paradigm is integrating speech modality with a large…