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This is a Experimental Study study.

October 9, 2025Open Access

From Behavioral Performance to Internal Competence: Interpreting Vision-Language Models with VLM-Lens

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Toolkit benchmarks vision-language models, revealing their differences in hidden representations.

VLM-Lens provides a unified interface for analyzing vision-language models, simplifying user interaction.
The toolkit effectively benchmarks 16 state-of-the-art VLMs and their 30+ variants, expanding model accessibility.
Using VLM-Lens, analytical experiments reveal differences in layer representations, enhancing model interpretability.
VLM-Lens is an open-source project, aiming to advance community understanding of vision-language models.

Sheta et al. (2025) studied this question.

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