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README.md

@@ -14,7 +14,7 @@ The data is encoded using the Pythia tokenizer: https://huggingface.co/EleutherA
 
 **Disclaimer:** this is an approximation of the dataset used to train the Gemstones model suite.
 Due to the randomized and sharded nature of the distributed training code, the only way to perfectly 
-reproduce the training batches across the gpus is/was the run the training code. 
+reproduce the training batches across the gpus is to run the training code. 
 This repo is the result of an attempt to simulate the way in which the training code loaded the data and
 stream it out to a portable file format for use in downstream analyses of the model suite.