voice-activity-detection

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#voice-activity-detection

An automated pipeline for standardised speech-unit annotation in spontaneous dialogue

arXiv cs.CL ↗ · 2026-10-05 Cached

这篇论文提出了一套自动化流程,用于从分离声道录音的自发对话中提取对话轮次与反馈语(backchannels),在99段丹麦语对话上评估得到约0.62的F1分数,可作为半自动标注流程中的一致性初步标注。

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#voice-activity-detection

FD-VAD: Semantic Endpoint Detection for Streaming Full-Duplex Speech

arXiv cs.CL ↗ · 2026-09-30 Cached

FD-VAD proposes an ASR-free, streaming semantic endpointer that maps causal audio windows directly to Continue/Stop decisions for full-duplex voice agents, combining a frozen speech encoder with a parameter-efficiently adapted language model and achieving state-of-the-art EOT recall on TurnBench.

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#voice-activity-detection

How AI voice agents actually work

Reddit r/AI_Agents ↗ · 2026-05-22

A detailed explainer on the five-layer architecture of AI voice agents, including speech-to-text, LLM, text-to-speech, orchestrator, and telephony, all operating under a 500ms latency constraint to maintain natural conversation flow.

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