Update README.md

README.md

@@ -6,4 +6,4 @@ This repository contains 2-bit quantized LLaMA-v2 models in GGUF format for use
 All tensors are quantized with `Q2_K`, except for `output.weight`, which is `Q6_K`, and, in the case of LLaMA-v2-70B, `attn_v`, which is `Q4_K`.
 The quantized models differ from the standard `llama.cpp` 2-bit quantization in two ways:
 * These are actual 2-bit quantized models instead of the mostly 3-bit quantization provided by the standard `llama.cpp` `Q2_K` quantization method
-* The models were prepared a refined (but not yet published) k-quants quantization approach 
+* The models were prepared with a refined (but not yet published) k-quants quantization approach