Update README.md

README.md

@@ -13,19 +13,18 @@ license: apache-2.0
 language:
 - en
 - zh
-- ru
 pipeline_tag: text-generation
 ---
 
 ![PARM-2.png](https://cdn-uploads.huggingface.co/production/uploads/6710ba6af1279fe0dfe33afe/9wMB_c4WmaJR91f-ybFJl.png)
 
-We are proud to announce, our new high quality flagship model series - ***PARM2***, Very high quality reasoning, math and code for a small size, that **anyone** can run on their device for free.
+We are proud to announce, our new high quality flagship model series - ***PARM2***, Very high quality reasoning, math and coding abilities for a small size, that **anyone** can run on their device for free.
 
 
  🧀 Which quant is right for you? 
 
 - ***Q4:*** This model should be used on edge devices like high end phones or laptops due to its very compact size, quality is okay but fully usable. 
-- ***Q8:*** This model should be used on most high end modern devices like rtx 3080, Responses are very high quality, but its noticeably slower than q4
+- ***Q8:*** This model should be used on most high end modern devices like rtx 3080, Responses are very high quality, but its slightly slower than Q4. 
 
 This Parm v2 is based on Qwen 2.5 3B which has gotten many extra reasoning training parameters so it would have similar outputs to qwen QwQ / O.1 mini (only much, smaller.). We've trained it using the datasets [here](https://huggingface.co/collections/Pinkstackorg/pram-v2-67612d3c542b9121bf15891c)
 if you benchmarked this model let me know