CaKE: Circuit-aware Editing Enables Generalizable Knowledge Learners

Table of Contents

• 🌟Overview
• 🔧Installation
• 🧐Analyze
• 📚Editing
• 🌻Acknowledgement

---

🌟Overview

This work aims to improve the knowledge editing performance under the multi-hop reasoning settings.

🔧Installation

Build the environement:

conda create -n cake python=3.10
pip install -r requirements.txt

📚Analyze

Down load the wikidata for analysis from HoppingTooLate into Analysis/datasets.

• Run evaluate_dataset.py to filter the data.
• Run generate_entity_description.py to get the entity patch and relation patch.
• Run patch_activations.py to do back-patching and cross-patching.
• Run analysis.ipynb

🧐Editing

Just run the following commond:

run.sh

🌻Acknowledgement

We thank for the project of EasyEdit, HoppingTooLate. The code in this work is built on top of these projects' codes.