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Farhana H. Zulkernine

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#artificial intelligence Preprint Oct 2026

An Agentic Approach with Evidence-Grounded Verification for Multimodal Emotion Reasoning in Conversation

Target prompt adaptation outperforms the frozen static pipeline on all four MLLMs, and matches or outperforms undifferentiated reflection baselines on each of them: VideoLLaMA3-2B, Phi-3.5-vision-instruct, Qwen2.5-VL-7B-Instruct, and InternVL2.5-38B.

Elyas Rashno, Farhana H. Zulkernine · 0 citations

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