Author

Zien Sheikh Ali

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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

#artificial intelligence Review Aug 2026

ImageEval 2026: Culturally Grounded Arabic Multimodal Evaluation

An overview of the ImageEval 2026 shared task on culturally grounded Arabic multimodal evaluation is presented, covering spoken visual question answering and image-grounded hallucination detection in English and Modern Standard Arabic, and CRAI-Bench, evaluating the cultural accuracy of text-to-image generation.

Samir Abdaljalil, Hunzalah Hassan Bhatti, Ahlam Bashiti et al. · 0 citations