Update README.md

README.md

@@ -63,7 +63,7 @@ Commands to download individual components:
  - Dolma-CC:  `ds = datasets.load_dataset("Zyphra/Zyda-2", name="dolma-cc_crossdeduped-filtered", split="train")`
  - Fineweb-Edu:  `ds = datasets.load_dataset("Zyphra/Zyda-2", name="fwe3", split="train")`
 
-In this repository we provide raw results of cross deduplication and filtering. To achieve the best possible performance, one will need to appropriate weights during training.
+In this repository we provide raw results of cross deduplication and filtering. To achieve the best possible performance, one will need to use appropriate weights during training.
 We found the following optimal weights (in the sense of weights in the resultant dataset): DCLM - 4.0, FWE3 - 4.0, Zyda - 0.16, Dolma-CC - 0.24.