Update README.md

README.md

@@ -8,16 +8,7 @@ pretty_name: OpenAI Moderation API Validation Dataset
 
 ## Evaluation dataset for the paper "A Holistic Approach to Undesired Content Detection"
 
-The evaluation dataset `data/samples-1680.jsonl.gz` is the test set used in [the following paper](https://arxiv.org/abs/2208.03274):
-
-```
-@article{openai2022moderation,
-  title={A Holistic Approach to Undesired Content Detection},
-  author={Todor Markov and Chong Zhang and Sandhini Agarwal and Tyna Eloundou and Teddy Lee and Steven Adler and Angela Jiang and Lilian Weng},
-  journal={arXiv preprint arXiv:2208.03274},
-  year={2022}
-}
-```
+The evaluation dataset `data/samples-1680.jsonl.gz` is the test set used in [this paper](https://arxiv.org/abs/2208.03274).
 
 Each line contains information about one sample in a JSON object and each sample is labeled according to our taxonomy. The category label is a binary flag, but if it does not include in the JSON, it means we do not know the label.