Update README.md

README.md

@@ -18,9 +18,9 @@ This repo contains model files for a [Llama 2 7B](https://huggingface.co/meta-ll
 
 Below we share some code snippets on how to get quickly started with running the model.
 
-### Sparse Fine-tuning examples
+### Sparse Transfer
 
-Coming soon.
+You can adapt pruned large language models (LLMs) to new domains and tasks using sparse transfer learning. By leveraging a pre-sparsified model's structure, you can efficiently fine-tune on new data, leading to reduced hyperparameter tuning, training times, and computational costs. Learn about this process [here](https://neuralmagic.github.io/docs-v2/get-started/transfer).
 
 ### Running the model
 
@@ -53,13 +53,11 @@ Model evaluation metrics and results.
 | [TruthfulQA](https://arxiv.org/abs/2109.07958) | 5-shot        | xxxx        | xxxx                          |
 | [HumanEval](https://arxiv.org/abs/2107.03374)  | pass@1        | xxxx        | xxxx                          |
 | [GSM8K](https://arxiv.org/abs/2110.14168)      | maj@1         | xxxx        | xxxx                          |
-| ------------------------------                 | ------------- | ----------- | ---------                     |
-| **Average**                                    |               | xxxx        | xxxx                          |
 
-## Model Training Data
+## Model Training Details
 
 Coming soon.
 
-## Sparsification
+## Help
 
-This model was pruned with [SparseGPT](https://arxiv.org/abs/2301.00774), using [SparseML](https://github.com/neuralmagic/sparseml).
+For further support, and discussions on these models and AI in general, join [Neural Magic's Slack Community](https://join.slack.com/t/discuss-neuralmagic/shared_invite/zt-q1a1cnvo-YBoICSIw3L1dmQpjBeDurQ)