Tag: integrated-gradients

Blog Post·2025-06-20·11 min read

Attribution Methods: Saliency, Integrated Gradients, LIME, and SHAP

What each attribution method actually computes, where they agree, where they fail, and whether gradient-based and perturbation-based approaches are still relevant for LLMs.

mechanistic-interpretability attribution integrated-gradients saliency lime shap

Blog Post·2025-06-20·11 min read

Attribution Methods: Saliency, Integrated Gradients, LIME, and SHAP

What each attribution method actually computes, where they agree, where they fail, and whether gradient-based and perturbation-based approaches are still relevant for LLMs.

mechanistic-interpretability attribution integrated-gradients saliency lime shap