Add image styling

README.md

@@ -28,7 +28,7 @@ GGUF quantized models of [mattshumer/ref_70_e3](https://huggingface.co/mattshume
 
 > This is the new, working version of the Reflection Llama 3.1 70B model.
 
-**Reflection Llama-3.1 70B is (currently) the world's top open-source LLM, trained with a new technique called Reflection-Tuning that teaches a LLM to detect mistakes in its reasoning and correct course.**
+**Reflection Llama-3.1 70B is (purportedly) the world's top open-source LLM, trained with a new technique called Reflection-Tuning that teaches a LLM to detect mistakes in its reasoning and correct course.**
 
 | Quantization | Size   | Split | iMatrix |
 | ------------ | ------ | ----- | ------- |
@@ -54,7 +54,7 @@ GGUF quantized models of [mattshumer/ref_70_e3](https://huggingface.co/mattshume
 | Q2_K_L       | 29.4GB | false | false   |
 | IQ3_XS       | ??.?GB | false | true    |
 | IQ3_XXS      | ??.?GB | false | true    |
-| Q2_K         | ??.?GB | false | false   |
+| Q2_K         | ??.?GB | false | true    |
 | Q2_K_S       | ??.?GB | false | true    |
 | IQ2_M        | 23.0GB | false | true    |
 | IQ2_S        | 21.2GB | false | true    |
@@ -71,12 +71,16 @@ Computation is done on static Q6_K for 125 chunks.
 
 ## Model Info
 
-The model not trained on 3 epoches, because it's identical to the 2nd epoch run [mattshumer/Reflection-Llama-3.1-70B-ep2-working](https://huggingface.co/mattshumer/Reflection-Llama-3.1-70B-ep2-working) (it's possible this is also fake). 
+The model was not trained on 3 epoches, because it's identical to the 2nd epoch run [mattshumer/Reflection-Llama-3.1-70B-ep2-working](https://huggingface.co/mattshumer/Reflection-Llama-3.1-70B-ep2-working) (it's possible this is also fake). 
 
 The fine-tuning was done using LoRA with rank 256 on the Llama-3.1-70B-Instruct model.
 
 ## Benchmarks
-![image/png](https://cdn-uploads.huggingface.co/production/uploads/60518f3731c5be7f3dd5ebc3/zNs-ZFs0SbnomH7mikiOU.png)
+<div style="position: relative;">
+  <img src="https://cdn-uploads.huggingface.co/production/uploads/60518f3731c5be7f3dd5ebc3/zNs-ZFs0SbnomH7mikiOU.png" alt="Your image description">
+  <div style="position: absolute; top: 50%; left: -20%; width: 140%; height: 5px; background-color: red; transform: rotate(10deg);"></div>
+  <div style="position: absolute; top: 50%; left: -20%; width: 140%; height: 5px; background-color: red; transform: rotate(-10deg);"></div>
+</div>
 
 **Warning: These are likely false scores and cannot be replicated with this model.**
 
@@ -114,8 +118,8 @@ What is 2+2?<|eot_id|><|start_header_id|>assistant<|end_header_id|>
 
 ## Tips for Performance
 
-- We recommend a `temperature` of `.7` and a `top_p` of `.95`.
-- For increased accuracy, append `Think carefully.` at the end of your messages.
+- A temperature of `.7` and a Top P of `.95` is recommended.
+- For increased accuracy, append `Think carefully.` at the end of your prompt.
 
 ## Dataset / Report