Update README.md

README.md

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 ## Corpus overview
 
-Croissant Aligned Instruct is an Instruction-formatted version of the parallel French-English translation pairs in [croissantllm/croissant_dataset_no_web_data]( https://huggingface.co/datasets/croissantllm/croissant_dataset_no_web_data)
-(subset: aligned_36b12)
+Croissant Aligned Instruct is an instruction-formatted version of the parallel French-English data in [croissantllm/croissant_dataset_no_web_data](https://huggingface.co/datasets/croissantllm/croissant_dataset_no_web_data)
+[(subset: aligned_36b)](https://huggingface.co/datasets/croissantllm/croissant_dataset_no_web_data/tree/main/aligned_36b).
 
 ### The original dataset
-The translation pairs are originally taken from OPUS’13 (99.6% of the data in CroissantAligned), a set of thesis abstract pairs, and translated song lyrics from www.lacoccinelle.net.
+The original CroissantAligned dataset contains samples of parallel French/English (or English/French) data from OPUS’13 (99.6% of the data in CroissantAligned), thesis abstracts, and translated [song lyrics](from www.lacoccinelle.net).
+
+Data extracted from OPUS takes the form of sentences pairs, where one sentence is in French and the other is in English. OPUS pairs were passed through a custom pipeline designed to select the highest quality translation examples. The thesis abstract subset contains thesis abstracts paired with translations written by the thesis authors. The song lyrics are translated by contributors to www.lacoccinelle.net. Parallel data are used to
+boost the multilingual capabilities of models trained on them (Faysse et al. (2024). ["CroissantLLM: A Truly Bilingual French-English Language Model"](https://arxiv.org/abs/2402.00786)).
 
-The original CroissantAligned dataste contains samples of parallel French/English (or English/French) data. Data extracted from OPUS takes the form of sentences pairs, where one sentence is in French and the other is in English. OPUS pairs were passed through a custom pipeline designed to select the highest quality translation examples. The thesis abstract subset contains thesis abstracts paired with translations written by the thesis authors. The song lyrics are translated by contributors to www.lacoccinelle.net. Parallel data are used to
-boost the multilingual capabilities of models trained on them (Faysse et al. [2024])
-.
-• Citation: Manuel Faysse et al. “CroissantLLM: A Truly Bilingual French-English Language Model”
-(2024) Faysse et al. [2024].
 
 ### Preparation of the instruction dataset
 The instruction examples were prepared as follows: