Abstraction Alignment: Comparing Model-Learned and Human-Encoded Conceptual Relationships | MIT Visualization Group
mit.edu
Abstraction Alignment: Comparing Model-Learned and Human-Encoded Conceptual Relationships | MIT Visualization Group
While interpretability methods identify a model’s learned concepts, they overlook the relationships between concepts that make up its abstractions and inform its ability to generalize to new data. To assess whether models’ have learned human-aligned abstractions, we introduce abstraction alignment, a methodology to compare model behavior ...
10 months ago
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