Update README.md

README.md

@@ -70,12 +70,7 @@ The dataset features code-switched speech, combining Catalan (ca) and Spanish (e
 ```
 ### Data Fields
 
-- `path` (str): Path to the audio file.
-- `audio` (dict): A dictionary containing the path to the downloaded audio file, the decoded audio array, and the sampling
-  rate. Note that when accessing the audio column: `dataset[0]["audio"]` the audio file is automatically decoded and
-  resampled to `dataset.features["audio"].sampling_rate`. Decoding and resampling of a large number of audio files might
-  take a significant amount of time. Thus, it is important to first query the sample index before the `"audio"` column,
-  *i.e.* `dataset[0]["audio"]` should always be preferred over `dataset["audio"][0]`.
+- `audio` (dict): A dictionary containing the path to the downloaded audio file, the decoded audio array, and the sampling rate.
 - `text` (str): Transcription of the audio file.
 
 ### Data Splits
@@ -88,11 +83,11 @@ data = load_dataset("BSC-LT/CAESAR-TV3", download_config=download_config, data_d
 ```
 
 ## Dataset Creation
-The original set was created by Baybars Külebi and Alp Öktem from Collectivat. However, the selection and curation of the audios containing ca-es code-switched data was made by Jacobo Romero.
+The original set was created by Baybars Külebi and Alp Öktem from [Collectivat](https://huggingface.co/collectivat). However, the selection and curation of the audios containing ca-es code-switched data was made by Jacobo Romero-Diaz.
 
 ### Curation Rationale
 This corpus specifically focuses on Catalan code-switched with Spanish, a linguistic phenomenon that is very common in the daily lives of Catalonians. 
-This task is particularly low-resourced because, besides being a variety of the Catalan language (which already presents challenges due to its low-resource status), it further restricts the available data by incorporating code-switching, a complex and less-explored aspect of language use.
+This task is particularly low-resourced because, besides being a variety of the Catalan language, it further restricts the available data by incorporating code-switching, a complex and less-explored aspect of language use.
 
 ### Source Data
 ### Initial Data Collection