Update README.md

README.md

@@ -188,4 +188,29 @@ configs:
   data_files:
   - split: train
     path: data/train-*
+task_categories:
+- text-classification
+- text-retrieval
+language:
+- fra
 ---
+
+## Description
+Cleaned version of the `Musical Instruments` 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}}
+```