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October 16, 2025Open Access

A Survey on Mechanistic Interpretability for Multi-Modal Foundation Models

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This survey examines interpretability methods for multi-modal foundation models, highlighting gaps compared to large language models.

Multimodal foundation models present unique challenges in interpretability compared to unimodal frameworks.
Interpreting large language models has progressed, but gaps remain for multimodal models.
The survey proposes a structured taxonomy of interpretability methods to better understand multi-modal systems.
Significant research gaps exist regarding the mechanistic differences between unimodal and multi-modal models.

Lin et al. (2025) studied this question.

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October 16, 2025Open Access

View Full Paper

Ask AI

Bookmark

Authors

This survey examines interpretability methods for multi-modal foundation models, highlighting gaps compared to large language models.

Multimodal foundation models present unique challenges in interpretability compared to unimodal frameworks.
Interpreting large language models has progressed, but gaps remain for multimodal models.
The survey proposes a structured taxonomy of interpretability methods to better understand multi-modal systems.
Significant research gaps exist regarding the mechanistic differences between unimodal and multi-modal models.

Lin et al. (2025) studied this question.

View Full Paper

Ask AI

Bookmark