Update README.md

README.md

@@ -2,4 +2,20 @@
 license: mit
 ---
 
-In order to play around with the weight diffs and DIT adapters, please check out the [Google Colab demo notebook](https://colab.research.google.com/drive/12YD_9GRT-y_hFOBqXzyI4eN_lJGKiXwN?usp=sharing).
+This repository contains the weight diffs and DIT adapters used in the paper [Learning to Interpret Weight Differences in Language Models (Goel et al. 2025)](https://arxiv.org/abs/2510.05092).
+This paper introduces *Diff Interpretation Tuning*, a method that trains a LoRA adapter than can be applied to a model to get it to describe its own finetuning induced modifications.
+
+To play around with the weight diffs and DIT adapters from the paper, please check out our [Google Colab demo notebook](https://colab.research.google.com/drive/12YD_9GRT-y_hFOBqXzyI4eN_lJGKiXwN?usp=sharing).
+The code used to train and evaluate the weight diffs and DIT adapters can be found on at [github.com/Aviously/diff-interpretation-tuning](https://github.com/Aviously/diff-interpretation-tuning).
+
+You can cite our work using the following bibtex
+```
+@misc{goel2025learninginterpretweightdifferences,
+      title={Learning to Interpret Weight Differences in Language Models}, 
+      author={Avichal Goel and Yoon Kim and Nir Shavit and Tony T. Wang},
+      year={2025},
+      eprint={2510.05092},
+      archivePrefix={arXiv},
+      url={https://arxiv.org/abs/2510.05092}, 
+}
+```