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This is a Quantitative Study study.

October 13, 2025Open Access

LVLMs are Bad at Overhearing Human Referential Communication

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Current large vision language models face significant challenges in referential communication tasks.
Despite overhearing multiple conversations, LVLMs did not demonstrate consistent performance improvements.
The study highlights the importance of integrating language and vision for effective communication.
Our released corpus facilitates further research into improving LVLM capabilities in conversational contexts.

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Analysis shows LVLMs struggle with referential communication in spontaneous dialogues, indicating limitations in understanding context.

Wang et al. (2025) studied this question.

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