FireRedChat: A Pluggable, Full-Duplex Voice Interaction System with Cascaded and Semi-Cascaded Implementations
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Abstract (arXiv)
Full-duplex voice interaction allows users and agents to speak simultaneously with controllable barge-in, enabling lifelike assistants and customer service. Existing solutions are either end-to-end, difficult to design and hard to control, or modular pipelines governed by turn-taking controllers that ease upgrades and per-module optimization; however, prior modular frameworks depend on non-open components and external providers, limiting holistic optimization. In this work, we present a complete, practical full-duplex voice interaction system comprising a turn-taking controller, an interaction module, and a dialogue manager. The controller integrates streaming personalized VAD (pVAD) to suppress false barge-ins from noise and non-primary speakers, precisely timestamp primary-speaker segments, and explicitly enable primary-speaker barge-ins; a semantic end-of-turn detector improves stop decisions. It upgrades heterogeneous half-duplex pipelines, cascaded, semi-cascaded, and speech-to-speech, to full duplex. Using internal models, we implement cascaded and semi-cascaded variants; the semi-cascaded one captures emotional and paralinguistic cues, yields more coherent responses, lowers latency and error propagation, and improves robustness. A dialogue manager extends capabilities via tool invocation and context management. We also propose three system-level metrics, barge-in, end-of-turn detection accuracy, and end-to-end latency, to assess naturalness, control accuracy, and efficiency. Experiments show fewer false interruptions, more accurate semantic ends, and lower latency approaching industrial systems, enabling robust, natural, real-time full-duplex interaction. Demos: https://fireredteam.github.io/demos/firered_chat.
Key facts. Cited by 18 papers in the map (data through 14 Oct 2026). First posted on arXiv 8 Sep 2025.
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Citing papers per year: 2025: 2; 2026: 16.
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- 2025Can Speech LLMs Think while Listening?cited by 16
- 2025Chronological Thinking in Full-Duplex Spoken Dialogue Language Modelscited by 14
- 2026Toward Native Multimodal Modeling: A Roadmapcited by 7
- 2026Hierarchical Acoustic-Semantic Modeling: Modality Separation and Semantic Coherence for Full-Duplex SLMscited by 5
- 2026F-Actor: Controllable Conversational Behaviour in Full-Duplex Modelscited by 3
- 2026Discourse-Aware Dual-Track Streaming Response for Low-Latency Spoken Dialogue Systemscited by 2
- 2026Vox-Infinity: Benchmarking the Limits of Long-Context Spoken Language Modelscited by 2
- 2026Unit-Based Agent for Semi-Cascaded Full-Duplex Dialogue Systemscited by 1
- 2026RelayS2S: A Dual-Path Speculative Generation for Real-Time Dialoguecited by 1
- 2026PolySpeech-100: A Large-Scale Benchmark for Speech Understanding Across 100+ Languages and Dialectscited by 1
- 2026RetroThinker: Enabling Retrospective Thinking in Speech LLMscited by 1
- 2026Enabling Streaming User Transcription in Full-Duplex Speech-to-Speech Modelscited by 1
6 more
- 2026Character Beyond Speech: Leveraging Role-Playing Evaluation in Audio Large Language Models via Reinforcement Learningcited by 0
- 2026UAF: A Unified Audio Front-end LLM for Full-Duplex Speech Interactioncited by 0
- 2026IRAF: Interference-Resilient Adaptive Fusion for Noise-Robust End-to-End Full-Duplex Spoken Dialogue Systemscited by 0
- 2026Enabling Proactive Spoken Turns via a Generalized Style-Aware Full-Duplex Frameworkcited by 0
- 2026XTurnix: Large-Scale Self-Supervised Turn Control through Two-State Binary Decisionscited by 0
- 2026DuplexAgent-RSI: Recursive Harness Improvement for Full-Duplex Voice Agent Collaborationcited by 0
- 2026DuplexAgent-RSI: Recursive Harness Improvement for Full-Duplex Voice Agent Collaboration8 Oct 2026
- 2026XTurnix: Large-Scale Self-Supervised Turn Control through Two-State Binary Decisions3 Oct 2026
- 2026Vox-Infinity: Benchmarking the Limits of Long-Context Spoken Language Models18 Sep 2026
- 2026Enabling Streaming User Transcription in Full-Duplex Speech-to-Speech Models14 Sep 2026
- 2026RetroThinker: Enabling Retrospective Thinking in Speech LLMs10 Sep 2026
- 2026Enabling Proactive Spoken Turns via a Generalized Style-Aware Full-Duplex Framework4 Aug 2026
- 2026Hierarchical Acoustic-Semantic Modeling: Modality Separation and Semantic Coherence for Full-Duplex SLMs7 Jul 2026
- 2026IRAF: Interference-Resilient Adaptive Fusion for Noise-Robust End-to-End Full-Duplex Spoken Dialogue Systems4 Jun 2026
- 2026PolySpeech-100: A Large-Scale Benchmark for Speech Understanding Across 100+ Languages and Dialects31 May 2026
- 2026Toward Native Multimodal Modeling: A Roadmap25 May 2026
- 2026UAF: A Unified Audio Front-end LLM for Full-Duplex Speech Interaction21 Apr 2026
- 2026Character Beyond Speech: Leveraging Role-Playing Evaluation in Audio Large Language Models via Reinforcement Learning15 Apr 2026
6 more
- 2026RelayS2S: A Dual-Path Speculative Generation for Real-Time Dialogue24 Mar 2026
- 2026Discourse-Aware Dual-Track Streaming Response for Low-Latency Spoken Dialogue Systems26 Feb 2026
- 2026Unit-Based Agent for Semi-Cascaded Full-Duplex Dialogue Systems28 Jan 2026
- 2026F-Actor: Controllable Conversational Behaviour in Full-Duplex Models16 Jan 2026
- 2025Can Speech LLMs Think while Listening?8 Oct 2025
- 2025Chronological Thinking in Full-Duplex Spoken Dialogue Language Models2 Oct 2025
- 2025Can Speech LLMs Think while Listening?cited by 16
- 2025Chronological Thinking in Full-Duplex Spoken Dialogue Language Modelscited by 14
- 2026RetroThinker: Enabling Retrospective Thinking in Speech LLMscited by 1
- 2026RetroThinker: Enabling Retrospective Thinking in Speech LLMs10 Sep 2026
- 2025Can Speech LLMs Think while Listening?8 Oct 2025
- 2025Chronological Thinking in Full-Duplex Spoken Dialogue Language Models2 Oct 2025
- 2026Toward Native Multimodal Modeling: A Roadmapcited by 7
- 2026Toward Native Multimodal Modeling: A Roadmap25 May 2026
- 2026Hierarchical Acoustic-Semantic Modeling: Modality Separation and Semantic Coherence for Full-Duplex SLMscited by 5
- 2026F-Actor: Controllable Conversational Behaviour in Full-Duplex Modelscited by 3
- 2026Discourse-Aware Dual-Track Streaming Response for Low-Latency Spoken Dialogue Systemscited by 2
- 2026Vox-Infinity: Benchmarking the Limits of Long-Context Spoken Language Modelscited by 2
- 2026RelayS2S: A Dual-Path Speculative Generation for Real-Time Dialoguecited by 1
- 2026PolySpeech-100: A Large-Scale Benchmark for Speech Understanding Across 100+ Languages and Dialectscited by 1
- 2026Enabling Streaming User Transcription in Full-Duplex Speech-to-Speech Modelscited by 1
- 2026Character Beyond Speech: Leveraging Role-Playing Evaluation in Audio Large Language Models via Reinforcement Learningcited by 0
- 2026UAF: A Unified Audio Front-end LLM for Full-Duplex Speech Interactioncited by 0
- 2026IRAF: Interference-Resilient Adaptive Fusion for Noise-Robust End-to-End Full-Duplex Spoken Dialogue Systemscited by 0
- 2026Enabling Proactive Spoken Turns via a Generalized Style-Aware Full-Duplex Frameworkcited by 0
- 2026XTurnix: Large-Scale Self-Supervised Turn Control through Two-State Binary Decisionscited by 0
- 2026XTurnix: Large-Scale Self-Supervised Turn Control through Two-State Binary Decisions3 Oct 2026
- 2026Vox-Infinity: Benchmarking the Limits of Long-Context Spoken Language Models18 Sep 2026
- 2026Enabling Streaming User Transcription in Full-Duplex Speech-to-Speech Models14 Sep 2026
- 2026Enabling Proactive Spoken Turns via a Generalized Style-Aware Full-Duplex Framework4 Aug 2026
- 2026Hierarchical Acoustic-Semantic Modeling: Modality Separation and Semantic Coherence for Full-Duplex SLMs7 Jul 2026
- 2026IRAF: Interference-Resilient Adaptive Fusion for Noise-Robust End-to-End Full-Duplex Spoken Dialogue Systems4 Jun 2026
- 2026PolySpeech-100: A Large-Scale Benchmark for Speech Understanding Across 100+ Languages and Dialects31 May 2026
- 2026UAF: A Unified Audio Front-end LLM for Full-Duplex Speech Interaction21 Apr 2026
- 2026Character Beyond Speech: Leveraging Role-Playing Evaluation in Audio Large Language Models via Reinforcement Learning15 Apr 2026
- 2026RelayS2S: A Dual-Path Speculative Generation for Real-Time Dialogue24 Mar 2026
- 2026Discourse-Aware Dual-Track Streaming Response for Low-Latency Spoken Dialogue Systems26 Feb 2026
- 2026F-Actor: Controllable Conversational Behaviour in Full-Duplex Models16 Jan 2026