| --- |
| datasets: |
| - Hello-SimpleAI/HC3 |
| language: |
| - en |
| pipeline_tag: text-classification |
| tags: |
| - chatgpt |
| --- |
| |
| # Model Card for `Hello-SimpleAI/chatgpt-detector-roberta` |
|
|
| This model is trained on **the mix of full-text and splitted sentences** of `answer`s from [Hello-SimpleAI/HC3](https://huggingface.co/datasets/Hello-SimpleAI/HC3). |
|
|
| More details refer to [arxiv: 2301.07597](https://arxiv.org/abs/2301.07597) and Gtihub project [Hello-SimpleAI/chatgpt-comparison-detection](https://github.com/Hello-SimpleAI/chatgpt-comparison-detection). |
|
|
|
|
| The base checkpoint is [roberta-base](https://huggingface.co/roberta-base). |
| We train it with all [Hello-SimpleAI/HC3](https://huggingface.co/datasets/Hello-SimpleAI/HC3) data (without held-out) for 1 epoch. |
|
|
| (1-epoch is consistent with the experiments in [our paper](https://arxiv.org/abs/2301.07597).) |
|
|
| ## Citation |
|
|
| Checkout this papaer [arxiv: 2301.07597](https://arxiv.org/abs/2301.07597) |
|
|
| ``` |
| @article{guo-etal-2023-hc3, |
| title = "How Close is ChatGPT to Human Experts? Comparison Corpus, Evaluation, and Detection", |
| author = "Guo, Biyang and |
| Zhang, Xin and |
| Wang, Ziyuan and |
| Jiang, Minqi and |
| Nie, Jinran and |
| Ding, Yuxuan and |
| Yue, Jianwei and |
| Wu, Yupeng", |
| journal={arXiv preprint arxiv:2301.07597} |
| year = "2023", |
| } |
| ``` |
|
|
