Update README.md

README.md

@@ -125,7 +125,7 @@ dataset_info:
       dtype: string
     - name: Is Discontinued By Manufacturer
       dtype: string
-    - name: 'Langue :'
+    - name: "Langue\_:"
       dtype: string
     - name: Longueur (cm)
       dtype: string
@@ -207,13 +207,38 @@ dataset_info:
     dtype: string
   splits:
   - name: train
-    num_bytes: 371323498.0
+    num_bytes: 371323498
     num_examples: 965
   download_size: 370711691
-  dataset_size: 371323498.0
+  dataset_size: 371323498
 configs:
 - config_name: default
   data_files:
   - split: train
     path: data/train-*
+task_categories:
+- text-classification
+- text-retrieval
+language:
+- fra
 ---
+
+## Description
+Cleaned version of the `Arts Crafts and Sewing subset` (metadata folder) of [XMRec dataset](https://xmrec.github.io/data/fr/).   
+In particular, we have made the images available as PILs.
+
+Possible use cases are :
+- text classification, using the `categories` column as a label
+- product recommendation using the `related` column
+- hybrid text/image search (cf. [this Jina.ai blog post](https://jina.ai/news/hype-and-hybrids-multimodal-search-means-more-than-keywords-and-vectors-2/))
+
+
+## Original paper citation
+```
+@inproceedings{bonab2021crossmarket,
+	author = {Bonab, Hamed and Aliannejadi, Mohammad and Vardasbi, Ali and Kanoulas, Evangelos and Allan, James},
+	booktitle = {Proceedings of the 30th ACM International Conference on Information \& Knowledge Management},
+	publisher = {ACM},
+	title = {Cross-Market Product Recommendation},
+	year = {2021}}
+```