Gpt-2-Output-Dataset

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gpt-2-output-dataset is an Open Source dataset of GPT-2 outputs for research. It provides 250K documents from WebText and generated samples for various GPT-2 models.

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At a glance

Pricing

Open Source

Free tier

Yes

API

Skill level

Technical

About

What is gpt-2-output-dataset?

gpt-2-output-dataset is an Open Source project by OpenAI providing a comprehensive dataset of GPT-2 outputs. It includes 250,000 documents from the WebText test set, alongside 250,000 random samples and 250,000 samples generated with Top-K 40 truncation for each GPT-2 model (small-117M, medium-345M, large-762M, xl-1542M). This dataset is specifically designed for research in areas such as detection of AI-generated text, biases, and more. It also offers samples from a GPT-2 model finetuned to output Amazon reviews, encouraging research into finetuned model detection. The project provides detectability baselines and a script for easy download of the data.

Best used for

Ideal for data scientists and developers who need to train AI detection models, study biases in language models, and evaluate the quality of GPT-2 generations. Especially valuable for academic researchers and practitioners working on understanding and mitigating the impact of AI-generated content.

Common actions

analyze AI outputs

research language models

detect generated text

study model biases

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Capabilities

Key features

GPT-2 output dataset
WebText test set
Random samples
Top-K 40 samples
Finetuned model samples
Detectability baselines

Target Audience

data scientistdeveloperprofessorstudent

Integrations

Not yet documented

Pricing & Plans

Open Source

Free

FAQs

What types of GPT-2 outputs are included in the dataset?

The dataset includes 250,000 documents from the WebText test set, along with 250,000 random samples and 250,000 Top-K 40 truncated samples for each GPT-2 model size (small, medium, large, XL). It also contains samples from a GPT-2 model finetuned on Amazon reviews.

Where can I download the gpt-2-output-dataset?

All data is hosted on Azure Blob Storage, under the directory https://openaipublic.blob.core.windows.net/gpt-2/output-dataset/v1/. A Python script, `download_dataset.py`, is provided in the GitHub repository to facilitate downloading all the files.

What kind of research is this dataset intended for?

This dataset is primarily intended for research in the detection of AI-generated text, analysis of biases within language models, and other related studies. It also supports research into the detectability of finetuned models and provides baselines for such investigations.

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