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1 Pith paper cite this work, alongside 3 external citations. Polarity classification is still indexing.

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3 external citations · OpenAlex

fields

cs.CV 1

years

2026 1

verdicts

REJECT 1

representative citing papers

Vision-Language Assistant for Emotional Reactions to Risky Driving

cs.CV · 2026-07-17 · reject · novelty 4.0

KYA pipes YOLOv8-detected cut-in risks into persona-prompted LLMs to generate emotional spoken reactions; in a 108-person study users preferred humorous/analytical styles and ChatGPT-4o won the most votes, though the headline 4.29 score is a constructed allocation.

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  • Vision-Language Assistant for Emotional Reactions to Risky Driving cs.CV · 2026-07-17 · reject · none · ref 40

    KYA pipes YOLOv8-detected cut-in risks into persona-prompted LLMs to generate emotional spoken reactions; in a 108-person study users preferred humorous/analytical styles and ChatGPT-4o won the most votes, though the headline 4.29 score is a constructed allocation.