Update README.md

README.md

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 # Llama-3.1-8B-Squareroot
 
-Llama-3.1-8B-Squareroot is a merge of the following models using [mergekit](https://github.com/cg123/mergekit):
+This is a TIES merge that combines the performance of the following models:
 * [NousResearch/Meta-Llama-3.1-8B-Instruct](https://huggingface.co/NousResearch/Meta-Llama-3.1-8B-Instruct)
 * [EpistemeAI/Fireball-Alpaca-Llama3.1.07-8B-Philos-Math-KTO-beta](https://huggingface.co/EpistemeAI/Fireball-Alpaca-Llama3.1.07-8B-Philos-Math-KTO-beta)
 * [nvidia/OpenMath2-Llama3.1-8B](https://huggingface.co/nvidia/OpenMath2-Llama3.1-8B)
+
+![image/png](https://cdn-uploads.huggingface.co/production/uploads/6479f6dbed75e95d3e97bb4d/LpWI-ug9WZdpcrjBy44iw.png)
+
+# Description
+
+I observed that when a model is trained to do just math, it does badly on everything else. So my plan was to merge a “math” model with a strong reasoning/inference model and a general instruction-following model. The result should be a model that's steerable (able to follow instructions) and still good at math.
+
+# Examples
+
+# Benchmarks
+
+Coming very soon!