Update README.md

README.md

@@ -31,3 +31,23 @@ configs:
   - split: test
     path: data/test-*
 ---
+# MMTab-Retrieval
+
+This dataset is a copy of the original test split from [MMTab](https://huggingface.co/datasets/SpursgoZmy/MMTab), taking only items where an 'original_query' is present, and removing the 'input' and 'output' columns, as they are unneccesary for retrieval tasks.
+
+The `text_description` column contains OCR text extracted from the images using EasyOCR.
+This particular dataset is a subsample of 1000 random rows from the full dataset which can be found [here](https://huggingface.co/datasets/jinaai/MMTab-retrieval).
+
+## Citation 
+
+```
+@misc{zheng2024multimodaltableunderstanding,
+      title={Multimodal Table Understanding}, 
+      author={Mingyu Zheng and Xinwei Feng and Qingyi Si and Qiaoqiao She and Zheng Lin and Wenbin Jiang and Weiping Wang},
+      year={2024},
+      eprint={2406.08100},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL},
+      url={https://arxiv.org/abs/2406.08100}, 
+}
+```