Update README.md

README.md

@@ -69,11 +69,11 @@ It was built on top of CommonCrawl, leveraging stringent filtering and extensive
 
 ### Supported Tasks and Leaderboards
 
-RefinedWeb is intended to be primarly used as a pretraining dataset for large language models. Practitioners may leverage it for upstream evaluation with a validation loss, but we do not provide any canonical split.
+RefinedWeb is intended to be primarily used as a pretraining dataset for large language models. Practitioners may leverage it for upstream evaluation with a validation loss, but we do not provide any canonical split.
 
 ### Languages
 
-RefinedWeb primarly contains English. 
+RefinedWeb primarily contains English. 
 
 
 ## Dataset Structure
@@ -120,7 +120,7 @@ RefinedWeb is built from [CommonCrawl](https://commoncrawl.org) dumps. These dum
 
 We applied extensive preprocessing and cleaning of the data, using our Macrodata Refinement Pipeline. 
 
-We first filter URLs to remove adult content using a blocklist and a score system, we then use `trafilatura` to extract content from pages, and perform language identification with the `fastText` classifier from CCNet ([Wenzek et al., 2019](https://arxiv.org/abs/1911.00359)). After this first preprocessing stage, we filter data using heuristics from MassiveWeb ([Rae et al., 2021](https://arxiv.org/abs/2112.11446)), and our own line-wise corrections. 
+We first filter URLs to remove adult content using a blocklist and a scoring system, we then use `trafilatura` to extract content from pages and perform language identification with the `fastText` classifier from CCNet ([Wenzek et al., 2019](https://arxiv.org/abs/1911.00359)). After this first preprocessing stage, we filter data using heuristics from MassiveWeb ([Rae et al., 2021](https://arxiv.org/abs/2112.11446)), and our own line-wise corrections. 
 
 Finally, we run extensive deduplication, removing URLs revisited across dumps and performing subsequently fuzzy and exact substring deduplication.
 
@@ -169,7 +169,7 @@ This public extract is made available under an [ODC-By 1.0](https://opendatacomm
 
 ### Opt-out request
 
-RefinedWeb is based on [CommonCrawl](https://commoncrawl.org/). Their crawler honors opt-out requests in the `robots.txt`, see the [CC FAQ](https://commoncrawl.org/big-picture/frequently-asked-questions/) for details.
+RefinedWeb is based on [CommonCrawl](https://commoncrawl.org/). Their crawler honours opt-out requests in the `robots.txt`, see the [CC FAQ](https://commoncrawl.org/big-picture/frequently-asked-questions/) for details.
 
 To remove a document from RefinedWeb, please message falconllm@tii.ae.