Update README.md

README.md

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 BSC's Code-Switching Catalan-Spanish ASR Test is a manually curated evaluation set designed to assess automatic speech recognition (ASR) systems in a code-switching scenario involving Catalan and Spanish. The corpus contains 867 audio recordings totaling 4 hours and 9 minutes, where Catalan is the dominant language, but segments in Spanish are systematically present within each utterance.
 
-The recordings were extracted from two existing public corpora: [Corts Valencianes Anonymized](https://huggingface.co/datasets/projecte-aina/corts_valencianes_asr_a) and [Parlament Parla Version 3](https://huggingface.co/datasets/projecte-aina/parlament_parla_v3s). Each utterance was manually inspected to ensure the presence of intra-sentential code-switching, making this dataset a reliable benchmark for evaluating ASR models under realistic bilingual speech conditions.
+The recordings were extracted from two existing public corpora: [Corts Valencianes Anonymized](https://huggingface.co/datasets/projecte-aina/corts_valencianes_asr_a) and [Parlament Parla Version 3](https://huggingface.co/datasets/projecte-aina/parlament_parla_v3). Each utterance was manually inspected to ensure the presence of intra-sentential code-switching, making this dataset a reliable benchmark for evaluating ASR models under realistic bilingual speech conditions.
 
 To the best of our knowledge, this is the first publicly available ASR test set specifically focused on Catalan-Spanish code-switching.
 
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 ### Data Splits
 
-The corpus contains the test split only with samples taken from [Corts Valencianes Anonymized](https://huggingface.co/datasets/projecte-aina/corts_valencianes_asr_a) and [Parlament Parla Version 3](https://huggingface.co/datasets/projecte-aina/parlament_parla_v3s).
+The corpus contains the test split only with samples taken from [Corts Valencianes Anonymized](https://huggingface.co/datasets/projecte-aina/corts_valencianes_asr_a) and [Parlament Parla Version 3](https://huggingface.co/datasets/projecte-aina/parlament_parla_v3).
 
 ## Dataset Creation
 
@@ -117,7 +117,7 @@ The resulting dataset enables rigorous evaluation of ASR models in Catalan-Spani
 
 #### Initial Data Collection and Normalization
 
-The audio data in this corpus was sourced directly from [Corts Valencianes Anonymized](https://huggingface.co/datasets/projecte-aina/corts_valencianes_asr_a) and [Parlament Parla Version 3](https://huggingface.co/datasets/projecte-aina/parlament_parla_v3s).
+The audio data in this corpus was sourced directly from [Corts Valencianes Anonymized](https://huggingface.co/datasets/projecte-aina/corts_valencianes_asr_a) and [Parlament Parla Version 3](https://huggingface.co/datasets/projecte-aina/parlament_parla_v3).
 
 
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