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cs.SD2024
Cross-Domain Audio Deepfake Detection: Dataset and Analysis
Yuang Li, Min Zhang, Mengxin Ren +3
Audio deepfake detection (ADD) is essential for preventing the misuse of synthetic voices that may infringe on personal rights and privacy. Recent zero-shot text-to-speech (TTS) mo…
cs.SD2024
LA-RAG:Enhancing LLM-based ASR Accuracy with Retrieval-Augmented Generation
Shaojun Li, Hengchao Shang, Daimeng Wei +5
Recent advancements in integrating speech information into large language models (LLMs) have significantly improved automatic speech recognition (ASR) accuracy. However, existing m…
cs.SD2024
Speaker-Smoothed kNN Speaker Adaptation for End-to-End ASR
Shaojun Li, Daimeng Wei, Hengchao Shang +7
Despite recent improvements in End-to-End Automatic Speech Recognition (E2E ASR) systems, the performance can degrade due to vocal characteristic mismatches between training and te…