Exploring a Multi-Stage Causal Analysis Framework for Knowledge Assessment

Dive into our innovative multi-stage causal analysis framework that identifies critical neurons, tests factual degradation through neuron ablation, and validates attribution methods. Enhance understanding of knowledge within AI models using cutting-edge techniques such as fine-tuning and integrated gradients for improved factual correctness.

5/8/20241 min read

A clear plastic anatomical model of a human head, displaying internal structures such as the brain and blood vessels. It sits on a stand in a brightly lit room with blurred figures and architectural features in the background.
A clear plastic anatomical model of a human head, displaying internal structures such as the brain and blood vessels. It sits on a stand in a brightly lit room with blurred figures and architectural features in the background.

Causal Analysis Framework