Update README.md

README.md

@@ -78,11 +78,11 @@ configs:
 
 This dataset is a collection of multiple language open-source captions of [COCO](https://cocodataset.org/) dataset. 
 
-This splits in this dataset is set according to [Andrej Karpathy's split](https://www.kaggle.com/datasets/shtvkumar/karpathy-splits) from `dataset.coco.json` file. For non-commercial and research purposes, the collection was created specifically for simplicity of use in pipeline evaluation and training. The COCO images dataset is licensed under a Creative Commons Attribution 4.0 License.
+This splits in this dataset is set according to [Andrej Karpathy's split](https://www.kaggle.com/datasets/shtvkumar/karpathy-splits) from `dataset.coco.json` file. The collection was created specifically for simplicity of use in training and evaluation pipeline by non-commercial and research purposes. The COCO images dataset is licensed under a Creative Commons Attribution 4.0 License.
 
 # Multilanguage Feature's Code and Sources
 
-If you’re using any specific part of the dataset, we encourage to directly cite the original source of every language in this collection. 
+If you use any part of the dataset, we recommend that you directly cite the original source for each language in this collection.
 
 ## English `en`
 
@@ -106,15 +106,11 @@ Thai captions were a part of Romrawin Chumpu’s work at NECTEC. This work is pa
 
 ## Russian `ru`
 
-Source: [AlexWortega/ru_COCO: Translated coco dataset with "facebook/wmt19-en-ru" model](https://github.com/AlexWortega/ru_COCO)
-
-The captions are translated by using `facebook/wmt19-en-ru` model.
+Source: [AlexWortega/ru_COCO: Translated coco dataset with "facebook/wmt19-en-ru" model](https://github.com/AlexWortega/ru_COCO) <br> The captions are translated by using `facebook/wmt19-en-ru` model.
 
 ## Japanese STAIR `jp-stair`
 
-Source: [STAIR Captions](https://stair-lab-cit.github.io/STAIR-captions-web/)
-
-The captions were translated from English to Japanese using machine translation. 
+Source: [STAIR Captions](https://stair-lab-cit.github.io/STAIR-captions-web/) <br> The captions were translated from English to Japanese using machine translation. 
 
 ```
 @InProceedings{Yoshikawa2017,
@@ -131,27 +127,19 @@ The captions were translated from English to Japanese using machine translation.
 
 ## Japanese YJ `jp-yj`
 
-Source: [yahoojapan/YJCaptions](https://github.com/yahoojapan/YJCaptions) by Yahoo Japan
-
-Total captions of this Japanese version is around 26k captions. 
+Source: [yahoojapan/YJCaptions](https://github.com/yahoojapan/YJCaptions) by Yahoo Japan. <br> Total captions of this Japanese version is around 26k captions. 
 
 ## Italian `it`
 
-Source: [crux82/mscoco-it: A large scale dataset for Image Captioning in Italian](https://github.com/crux82/mscoco-it)
-
-The captions were obtained through semi-automatic translation from English to Italian. 
+Source: [crux82/mscoco-it: A large scale dataset for Image Captioning in Italian](https://github.com/crux82/mscoco-it) <br> The captions were obtained through semi-automatic translation from English to Italian. 
 
 ## German `de`
 
-Source: [Jotschi/coco-karpathy-opus-de · Datasets at Hugging Face](https://huggingface.co/datasets/Jotschi/coco-karpathy-opus-de)
-
-The captions were translated by using [Helsinki-NLP/opus-mt-en-de · Hugging Face](https://huggingface.co/Helsinki-NLP/opus-mt-en-de) model. 
+Source: [Jotschi/coco-karpathy-opus-de · Datasets at Hugging Face](https://huggingface.co/datasets/Jotschi/coco-karpathy-opus-de) <br> The captions were translated by using [Helsinki-NLP/opus-mt-en-de · Hugging Face](https://huggingface.co/Helsinki-NLP/opus-mt-en-de) model. 
 
 ## Vietnamese `vi`
 
-Source: [dinhanhx/coco-2017-vi · Datasets at Hugging Face](https://huggingface.co/datasets/dinhanhx/coco-2017-vi) 
-
-The captions were translated by VinAI from English to Vietnamese
+Source: [dinhanhx/coco-2017-vi · Datasets at Hugging Face](https://huggingface.co/datasets/dinhanhx/coco-2017-vi) <br> The captions were translated by VinAI from English to Vietnamese
 
 ```
 @software{dinhanhx_VisualRoBERTa_2022,
@@ -165,18 +153,12 @@ The captions were translated by VinAI from English to Vietnamese
 
 ## Chinese `cn`
 
-Source: [li-xirong/coco-cn: Enriching MS-COCO with Chinese sentences and tags for cross-lingual multimedia tasks](https://github.com/li-xirong/coco-cn)
-
-We selected only human generated dataset. 
+Source: [li-xirong/coco-cn: Enriching MS-COCO with Chinese sentences and tags for cross-lingual multimedia tasks](https://github.com/li-xirong/coco-cn) <br> We selected only human generated dataset. 
 
 ## Arabic `ar`
 
-Source: [canesee-project/Arabic-COCO: MS COCO captions in Arabic](https://github.com/canesee-project/Arabic-COCO)
-
-The captions were fully translated with Google's Advanced Cloud Translation API.
+Source: [canesee-project/Arabic-COCO: MS COCO captions in Arabic](https://github.com/canesee-project/Arabic-COCO) <br> The captions were fully translated with Google's Advanced Cloud Translation API.
 
 ## Spanish `es`
 
-Source: [carlosGarciaHe/MS-COCO-ES: MS-COCO-ES is a dataset created from the original MS-COCO dataset. This project aims to provide a small subset of the original image captions translated into Spanish by humans annotators. This subset is composed by 20,000 captions of 4,000 images.](https://github.com/carlosGarciaHe/MS-COCO-ES)
-
-The captions were translated by human.
+Source: [carlosGarciaHe/MS-COCO-ES: MS-COCO-ES is a dataset created from the original MS-COCO dataset. This project aims to provide a small subset of the original image captions translated into Spanish by humans annotators. This subset is composed by 20,000 captions of 4,000 images.](https://github.com/carlosGarciaHe/MS-COCO-ES) <br> The captions were translated by human.