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---
license: mit
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 |