SpecASR: Accelerating LLM-based Automatic Speech Recognition via Speculative Decoding

Large language model (LLM)-based automatic speech recognition (ASR) has recently attracted a lot of attention due to its high recognition accuracy and enhanced multi-dialect support. However, the high decoding latency of LLMs challenges the real-time ASR requirements. Although speculative decoding h...

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Veröffentlicht in:	2025 62nd ACM/IEEE Design Automation Conference (DAC) S. 1 - 7
Hauptverfasser:	Wei, Linye, Zhong, Shuzhang, Xu, Songqiang, Wang, Runsheng, Huang, Ru, Li, Meng
Format:	Tagungsbericht
Sprache:	Englisch
Veröffentlicht:	IEEE 22.06.2025
Schlagworte:	Accuracy Adaptation models Automatic speech recognition Decoding Design automation Heuristic algorithms Large language models Predictive models Real-time systems Recycling
Online-Zugang:	Volltext
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