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Capsule Lens: Locating and Tracking Concept Geometry in Model Representations
Not provided
mechanistic interpretabilitydynamic representationsconcept tracking
2609.05575
Builder Relevance
1h ago70%
Abstract
Capsule Lens is a framework that characterizes how concepts occupy representation space in machine learning models, enabling the tracking of concept geometry in both static and dynamic representations.
Reality Card
Core Claim
Capsule Lens successfully matches concept geometry with a trackable geometric form, validated on held-out samples across various models.
Method / Result
The framework demonstrated the ability to locate concept geometry and analyze geometric characteristics across different models.
Limitations
The study may face challenges in rigorous validation of the proposed hypotheses and the generalizability of findings across all model types.
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