Mechanistic Interpretability

Exploring knowledge storage and retrieval in transformer architectures.

A metal transmission tower viewed from directly underneath, emphasizing its intricate network of beams and wires. The structure forms geometric patterns against a cloudy sky, creating a sense of depth and vertical perspective.
A metal transmission tower viewed from directly underneath, emphasizing its intricate network of beams and wires. The structure forms geometric patterns against a cloudy sky, creating a sense of depth and vertical perspective.
Precision Experiments

Our precision experiments utilize controlled datasets to analyze attention patterns and activation contributions during factual question-answering tasks, enhancing our understanding of transformer model behavior.

A tall metal structure is seen from below, forming geometric patterns as the perspective narrows upwards. The structure appears to be part of a power transmission tower against a clear blue sky. The intricate lattice of metal beams and electrical components are prominently visible.
A tall metal structure is seen from below, forming geometric patterns as the perspective narrows upwards. The structure appears to be part of a power transmission tower against a clear blue sky. The intricate lattice of metal beams and electrical components are prominently visible.
Targeted Ablation

We conduct targeted ablation studies to isolate specific contributions of model layers, providing insights into how different components influence factual knowledge retrieval in transformer architectures.

Contact Us for Research Inquiries

Reach out for collaboration on mechanistic interpretability research projects.

An intricate view of architectural structures featuring a complex network of steel beams and rivets. The image focuses on the underside of a large bridge or similar construction with overlapping geometric patterns.
An intricate view of architectural structures featuring a complex network of steel beams and rivets. The image focuses on the underside of a large bridge or similar construction with overlapping geometric patterns.