Author

Syeda Faiza Ahmed

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Review Aug 2026

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 cultures.

Syeda Faiza Ahmed, Zien Sheikh Ali, Hunzalah Hassan Bhatti et al. · 2 citations