---
license: mit
tags:
- unlearning
- overview
---

# Unlearned Models Overview

Overview of the unlearned model checkpoints in the
[What-Did-You-Forget-Unlearned-Models](https://huggingface.co/collections/shirasko/what-did-you-forget-unlearned-models-6a78ad07bbedf556ad6555cf)
collection.

![Unlearning methods and base models](unlearned_models_collection_asset.jpeg)

## Methods

- **PISCES** — Precise In-parameter Suppression for Concept Erasure
- **RMU** — Representation Misdirection for Unlearning
- **CRISP** — Concept Removal via Interpretable Sparse Projections
- **SNMF** — Semi-Nonnegative Matrix Factorization

## Base models

- `google/gemma-2-2b-it`
- `meta-llama/Llama-3.1-8B-Instruct`

## Collection

This dataset is a visual overview card for the collection. The model checkpoints
themselves live in the linked collection as individual model repositories.