Mathematical framework for transformer circuits

The 2021 paper proposes a mathematical framework for mechanistic interpretability of transformers, starting with simple two-layer attention-only models to identify algorithmic motifs that could scale to larger models and help explain or predict safety-relevant behaviors.

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