Update README.md

README.md

@@ -96,7 +96,7 @@ QueryNER has 17 different entity types.
 
 ### Dataset Sources
 
-QueryNER is annotation on a subsection of Amazon's (ESCI Shopping Queries dataset)[https://github.com/amazon-science/esci-data]. 
+QueryNER is annotation on a subsection of Amazon's [ESCI Shopping Queries dataset](https://github.com/amazon-science/esci-data). 
 
 ## Uses
 
@@ -130,7 +130,7 @@ The dataset was created for research and for downstream applications for e-comme
 ### Source Data
 
 The source data is from the Shopping Queries ESCI dataset. 
-(https://github.com/amazon-science/esci-data)[https://github.com/amazon-science/esci-data]
+[https://github.com/amazon-science/esci-data](https://github.com/amazon-science/esci-data)
 ```
 @article{reddy2022shopping,
 title={Shopping Queries Dataset: A Large-Scale {ESCI} Benchmark for Improving Product Search},
@@ -173,7 +173,7 @@ Bias may be toward e-commerce queries of the source data.
 There may also be annotator bias since the dataset is annotated by a single annotator for the training set and three annotators and an adjudicator for the development and test sets.
 
 
-## Citation [optional]
+## Citation
 
 To appear at LREC-COLING 2024.