Update README.md

README.md

@@ -461,13 +461,15 @@ The dataset does not contain any personal or sensitive information. It contains
 
 <!-- This section is meant to convey both technical and sociotechnical limitations. -->
 
-[More Information Needed]
+* Changes in appearance over time were not captured as all images of a given chicken were taken on the same day
+* Despite the variability, chicken breeds included in the dataset are not exhaustive
+* Be aware of class imbalances: the number of instances ranges from 4 to 27 in the "best" visibility subset
 
-### 5.1 Recommendations
+<!-- ### 5.1 Recommendations-->
 
 <!-- This section is meant to convey recommendations with respect to the bias, risk, and technical limitations. -->
 
-Users should be made aware of the risks, biases and limitations of the dataset. More information needed for further recommendations.
+<!-- Users should be made aware of the risks, biases and limitations of the dataset. More information needed for further recommendations.-->
 
 ## 6 Citation
 
@@ -475,18 +477,21 @@ Users should be made aware of the risks, biases and limitations of the dataset.
 
 **BibTeX:**
 
-[More Information Needed]
+```tex
+@misc{kern2024Chicks4FreeID,
+      title={Chicks4freeID: A Benchmark Dataset for Chicken Re-Identification}, 
+      author={Daria Kern and Tobias Schiele and Ulrich Klauck and Anjali DeSilva and Winfred Ingabire},
+      year={2024},
+      note={in preparation for NeurIPS 2024 Datasets and Benchmarks Track}
+}
+```
 
-**APA:**
+<!-- **APA:** -->
 
-[More Information Needed]
-
-## 7 Glossary
+<!-- ## 7 Glossary -->
 
 <!-- If relevant, include terms and calculations in this section that can help readers understand the dataset or dataset card. -->
 
-[More Information Needed]
-
 <!--## More Information [optional] -->
 
 <!-- ## Dataset Card Authors [optional] -->