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README.md

@@ -33,9 +33,9 @@ This dataset is 1 of 3 used in the paper, the others being:
 
 The dataset features 3 parts obtained from the 2 original datasets:
 
-- CMU non-native US English speakers
-- CMU native US English speakers
-- L2 non-native English speakers
+- CMU (native) non-US English speakers
+- CMU (native) US English speakers
+- L2 (non-native) English speakers
 
 
 The original ARCTIC samples are used as `human` samples, while `synthetic` samples are generated using [Google Cloud Text-To-Speech](https://cloud.google.com/text-to-speech).
@@ -74,7 +74,7 @@ This dataset is best used as a test set for accents. Each sample contains an `Au
 
 ### Direct Use
 
-The following snippet of code demonstrates loading the CMU non-native US English speaker part of the dataset:
+The following snippet of code demonstrates loading the CMU non-US English speaker part of the dataset:
 
 ```python
 from datasets import load_dataset
@@ -88,8 +88,8 @@ arctic_hs = load_dataset(
 ```
 
 To load a different part, change `cmu_non-us` into one of the following:
-- `cmu_us` for CMU native US English speakers
-- `l2` for L2 non-native speakers
+- `cmu_us` for CMU (native) US English speakers
+- `l2` for L2 (non-native) English speakers
 
 This dataset only has a `test` split.