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Toy Models of Superposition
Overview
Polysemanticity vs Superposition
Feature Importance
Large Dimensional Spaces
Interference vs Internal Reprsentation
Superposition in Toy Models vs. Real Transformers
Activation Functions and Interference
Internal Reprsentations of Features
Definitions of Features
Sparsity Diagram
Simulating Bigger Models
A Hierarchy of Feature Properties
Experimental Setup
Experimental Results
A Mathematical Analysis
Final Takeaways
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