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Preprint Sep 2026

STAM-ASR: Speaker-Temporal Anchoring with Memory for Multi-Speaker ASR

Natural conversations make both speech recognition and speaker attribution challenging for ASR, as speakers take turns, overlap, and reappear over time. We propose STAM-ASR, Speaker-Temporal Anchoring with Memory, a lightweight framework that extends an already pretrained AudioLLM for multi-speaker ASR. Without relying...

V. Olufemi, S. Sara, S. Chowdhury · 0 citations

Multi-turn Conversational AI from Text to Multimodal Interaction: Data, Models, Evaluation, and Open Challenges

This study reviews multi-turn conversational AI across text-only dialogue, AudioLLMs and speech-native systems, multimodal and omni-modal systems, and tool-augmented agents, and concludes with a research agenda for systems that can remember, revise, ground, speak, listen, act, and adapt across turns, modalities, and cu...

S. Sara, Zien Sheikh Ali, Hunzalah Hassan Bhatti et al. · 3 citations

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