An empirical audit identifies a strong SAE feature correlate for GPT-2 small failures on 'keys' prompts in the IOI task, performs ablation and baseline controls showing it is not causal, and presents the audit pipeline as the primary contribution.
Fantasti- cally Ordered Prompts and Where to Find Them: Overcoming Few- Shot Prompt Order Sensitivity,
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Reading Task Failure Off the Activations: A Sparse-Feature Audit of GPT-2 Small on Indirect Object Identification
An empirical audit identifies a strong SAE feature correlate for GPT-2 small failures on 'keys' prompts in the IOI task, performs ablation and baseline controls showing it is not causal, and presents the audit pipeline as the primary contribution.