Update README.md

README.md

@@ -82,7 +82,7 @@ The model was trained with the following hyperparameters for the first 100,290 s
 | Weight decay | 0.01 |
 | Warmup ratio | 0.06 |
 
-After training on two RTX A6000s for \~120,050 steps over a period of 91 hours, the [vast.ai](https://vast.ai) instance hosting the model crashed. Fortunately, a checkpoint had been saved at step 100,290 (~60% of an epoch), although the optimiser's state was mistakenly not downloaded. The model was subsequently moved to a new instance where it was trained on an L40 for a further 133,711 steps (~40% of an epoch) with the following hyperparameters (changes emphasised):
+After training on two RTX A6000s for \~120,050 steps over a period of 91 hours, the [vast.ai](https://vast.ai) instance hosting the model crashed. Fortunately, a checkpoint had been saved at step 100,290 (\~60% of an epoch), although the optimiser's state was mistakenly not downloaded. The model was subsequently moved to a new instance where it was trained on an L40 for a further 133,711 steps (\~40% of an epoch) with the following hyperparameters (changes emphasised):
 | Hyperparameter | Value |
 | --- | --- |
 | Sequence length | 512 |