Equation 17 · Part 5 · Probing, Sparse Autoencoders, Patching, and Steering: The Main Interpretability Methods, Compared
=
=
What this part means
The expressions on both sides represent the same quantity under the stated assumptions.
Its job in the formula
The equals sign connects the complete expression on the left with the complete expression on the right. Both sides must have compatible units.
Full expression→=→Article meaning
The passage around this formula
The general operation, activation patching, is usually reported as a normalised score rather than a raw difference, isolating exactly how much of the gap between clean and corrupted behaviour a given component set closes: . where and are a chosen behavioural metric measured on the clean and corrupted runs, and is that same metric after the activations of component set are copied from one run into the other. A score near one means patching alone restores nearly all of the clean behaviour; a score near zero means it restores almost none.
Learn the underlying idea
An equals sign says that the expression on its left and the expression on its right have the same value under the stated definitions and assumptions.
Open the illustrated equality: what the equals sign claims guide →
Sources cited in the article section
- [9] Causal Mediation Analysis for Interpreting Neural NLP: The Case of Gender Bias ↗
- [10] Locating and Editing Factual Associations in GPT ↗
- [11] How to Use and Interpret Activation Patching ↗
These citations provide research context; check each source for the exact claim it supports.