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gpt-2

24,156
5,784
Python

Project Description

Code for the paper "Language Models are Unsupervised Multitask Learners"

gpt-2: Code for the paper "Language Models are Unsupervised Multitask Learners"

Project Title

gpt-2 — Advanced Language Model for Unsupervised Multitask Learning

Overview

gpt-2 is an open-source Python project that provides code and models for the paper "Language Models are Unsupervised Multitask Learners". It is designed to be a starting point for researchers and engineers to experiment with GPT-2, a powerful language model capable of generating coherent and contextually relevant text. The project is unique in its staged release approach and focus on understanding the robustness and potential biases of the models.

Key Features

  • Implementation of the GPT-2 model for unsupervised multitask learning
  • Support for different model sizes (117M, 345M, 762M, and 1.5B parameters)
  • Model card and dataset for studying model behaviors
  • Cautionary notes on model biases and potential misuse

Use Cases

  • Researchers studying language models and their applications
  • Engineers experimenting with GPT-2 for text generation tasks
  • Developers working on applications that require natural language understanding

Advantages

  • Provides a solid foundation for further research and development in language models
  • Offers a range of model sizes to suit different use cases and computational resources
  • Includes important considerations for model biases and ethical implications

Limitations / Considerations

  • The models' robustness and worst-case behaviors are not fully understood
  • The dataset contains biases and inaccuracies, which may affect the models' outputs
  • Labeling synthetic text as such is recommended to avoid confusion with human-written content

Similar / Related Projects

  • GPT-3: A more advanced version of the GPT model with 175 billion parameters, offering improved language understanding and generation capabilities.
  • Transformers: A library of pre-trained models for natural language processing, including GPT-2, developed by Hugging Face.
  • BERT: A bidirectional encoder representations from transformers model developed by Google, focused on understanding the context of words in a sentence.

Basic Information


📊 Project Information

  • Project Name: gpt-2
  • GitHub URL: https://github.com/openai/gpt-2
  • Programming Language: Python
  • ⭐ Stars: 24,152
  • 🍴 Forks: 5,782
  • 📅 Created: 2019-02-11
  • 🔄 Last Updated: 2025-09-07

🏷️ Project Topics

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Project Information

Created on 2/11/2019
Updated on 9/8/2025