Update README.md

README.md

@@ -4,4 +4,33 @@ task_categories:
 - text-classification
 language: en
 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}
+}
+```
+
+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.
+
+| Category | Label | Definition |
+| -------- | ----- | ---------- |
+| sexual   | `S`   | Content meant to arouse sexual excitement, such as the description of sexual activity, or that promotes sexual services (excluding sex education and wellness). |
+| hate     | `H`   | Content that expresses, incites, or promotes hate based on race, gender, ethnicity, religion, nationality, sexual orientation, disability status, or caste. |
+| violence | `V`   | Content that promotes or glorifies violence or celebrates the suffering or humiliation of others. |
+| harassment       | `HR`   | Content that may be used to torment or annoy individuals in real life, or make harassment more likely to occur. |
+| self-harm        | `SH`   | Content that promotes, encourages, or depicts acts of self-harm, such as suicide, cutting, and eating disorders. |
+| sexual/minors    | `S3`   | Sexual content that includes an individual who is under 18 years old. |
+| hate/threatening | `H2`   | Hateful content that also includes violence or serious harm towards the targeted group. |
+| violence/graphic | `V2`   | Violent content that depicts death, violence, or serious physical injury in extreme graphic detail. |
+
+
+Parsed from the GitHub repo: https://github.com/openai/moderation-api-release