Update README.md

README.md

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 LargeWord is the largest model in the [WordGen](https://huggingface.co/collections/Harley-ml/wordgen) family and has about 1.59M parameters.
 LargeWord has an instruct version [here](https://huggingface.co/Harley-ml/LargeWord-1.5M-instruct).
 
-LargeWord generates pluasible or real words learned from its pretraining dataset.
+LargeWord generates plausible or real words learned from its pretraining dataset.
 
 ## Architecture
 
@@ -39,11 +39,11 @@ LargeWord generates pluasible or real words learned from its pretraining dataset
 
 ## Training
 
-LargeWord trained on 753,232 words and 4,153,110 tokens. Its goal is to generate plausible-looking or real words.
+LargeWord was trained on 753,232 words and 4,153,110 tokens. Its goal is to generate plausible-looking or real words.
 
 ### Hardware
 
-LargeWord was trained on a NVIDIA RTX 2060 6GB for 2 epochs with a batch size of 8.
+LargeWord was trained on an NVIDIA RTX 2060 6GB for 2 epochs with a batch size of 8.
 
 ### Training Results
 
@@ -83,8 +83,8 @@ zeething's
 
 ## Use Cases
 
-1. Education research
-2. Morphology/phonetic research
+1. Educational research
+2. Morphological/phonetic research
 3. Deployment on constrained devices
 4. Or, more simply, for fun.