Dialogue Systems
StreamingDialogue: Prolonged Dialogue Learning via Long Context Compression with Minimal Losses
·2873 words·14 mins·
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Natural Language Processing
Dialogue Systems
🏢 Gaoling School of Artificial Intelligence, Renmin University of China
StreamingDialogue revolutionizes prolonged dialogue learning by compressing long contexts into conversational attention sinks, minimizing information loss and achieving a 4x speedup with 18x less memo…
Speaking Your Language: Spatial Relationships in Interpretable Emergent Communication
·1851 words·9 mins·
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Natural Language Processing
Dialogue Systems
🏢 University of Southampton
AI agents developed a communication system using spatial relationships, achieving over 90% accuracy in conveying relative positions of objects within a scene.
Quantifying and Optimizing Global Faithfulness in Persona-driven Role-playing
·2570 words·13 mins·
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Natural Language Processing
Dialogue Systems
🏢 UC San Diego
New APC metric precisely quantifies & optimizes global faithfulness in persona-driven role-playing, offering a fine-grained, explainable evaluation and improving AI character consistency.
Paralinguistics-Aware Speech-Empowered Large Language Models for Natural Conversation
·2883 words·14 mins·
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AI Generated
Natural Language Processing
Dialogue Systems
🏢 Seoul National University
Unified Spoken Dialog Model (USDM) directly generates coherent spoken responses with natural prosody, surpassing cascaded baselines and enhancing natural conversation in speech-enabled LLMs.
Multi-turn Reinforcement Learning with Preference Human Feedback
·1515 words·8 mins·
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Natural Language Processing
Dialogue Systems
🏢 Google Research
Multi-turn RLHF surpasses single-turn methods by aligning LLMs with human preferences across entire conversations, not just individual turns. A novel mirror-descent algorithm, MTPO, is introduced, pr…
CoVoMix: Advancing Zero-Shot Speech Generation for Human-like Multi-talker Conversations
·2583 words·13 mins·
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Natural Language Processing
Dialogue Systems
🏢 Shanghai Jiao Tong University
CoVoMix: Generating human-like, multi-speaker conversations with zero-shot speech synthesis.
Bridging semantics and pragmatics in information-theoretic emergent communication
·1593 words·8 mins·
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Natural Language Processing
Dialogue Systems
🏢 Apple
AI agents learn human-like communication, combining semantic categorization and pragmatic context-sensitive reasoning, through a novel information-theoretic framework.
Autonomous Agents for Collaborative Task under Information Asymmetry
·3171 words·15 mins·
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AI Generated
Natural Language Processing
Dialogue Systems
🏢 Tsinghua University
iAgents: a novel multi-agent system leveraging LLMs, overcomes information asymmetry by mirroring human social networks to enable effective collaboration in complex tasks, achieving high accuracy in d…
A Full-duplex Speech Dialogue Scheme Based On Large Language Model
·2100 words·10 mins·
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Natural Language Processing
Dialogue Systems
🏢 MThreads AI
This paper introduces a novel full-duplex speech dialogue system based on LLMs, achieving significantly reduced response latency and higher interruption precision compared to half-duplex systems.