Update README.md

README.md

@@ -37,7 +37,7 @@ And decimal points are critical to model performance.
 
 SMALL?
 
-Yes... but multipled by each merge(s), and compression(s): 20 billion times.
+Yes... but multiplied by each merge(s), and compression(s): 20 billion times.
 
 <B>The result:</b>
 
@@ -50,7 +50,7 @@ At Q4KM a whopping drop of 976 points in perplexity.
 At Q6 an awesome drop of 234 points in perplexity. 
 (VS: Q6 original base model -> PPL = 8.6070 +/- 0.05907 )
 
-To put this in perspective "Q6" now operates ABOVE the orginal full precision version of "Psyonic-Cetacean-20b" 
+To put this in perspective "Q6" now operates ABOVE the original full precision version of "Psyonic-Cetacean-20b" 
 and Q4KM operates at close to Q6 level quality.
 
 This because at "Q6" the quant / compressed model is considered to be accurate within "+0.0008 ppl" of the full, 
@@ -104,7 +104,7 @@ Imatrix Plus repo (with the same floating 32 enhancement at "reg quant plus") th
 Imatrix Depo is here: [ https://huggingface.co/DavidAU/Psyonic-Cetacean-Ultra-Quality-20b-GGUF-imatrix ]
 
 Details of all methods (and pitfalls to avoid) employed to make this high precision remasters will be 
-posted shortly along with comparision of original model and new ultra remaster.
+posted shortly along with comparison of original model and new ultra remaster.
 
 Thanks again to Jeb Carter, the original creator of "Psyonic-Cetacean 20B"