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Large vision–language models (LVLMs) can describe driving scenes and support decisions [Li25], but they sometimes hallucinate objects, relations, or events that are not present [Liu24,Liu25]. In a
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! ESRIC is conducting activities in three main areas: Research and testing facilities, Business support and incubation, and Community management. The primary objective of ESRIC is to research, develop and
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training methodologies to enhance detection robustness. Leaderboard development and validation: you will design and implement a dynamic evaluation platform that tracks and ranks state-of-the-art LLMs
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