ChatGPT

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#1

GPT-3 (short for "Generative Pre-training Transformer 3") is a language generation model developed by OpenAI. It uses machine learning techniques to generate natural language text that is similar to human writing. ChatGPT is a variant of GPT-3 that is specifically designed for conversation and chat applications. It is able to generate responses to prompts and questions in a way that is more natural and less robotic than other language models. ChatGPT is trained on a large dataset of conversational text and is able to generate responses that are appropriate for a given context.

Highlights

Introduction of ChatGPT
A conversational model trained by OpenAI that can answer follow-up questions, admit its mistakes, challenge incorrect premises, and reject inappropriate requests.
Free Usage
During the research preview, the usage of ChatGPT is free of cost.
InstructGPT
ChatGPT's sibling model, trained to follow an instruction in a prompt and provide a detailed response.
Quick Links
Links to try ChatGPT and read about ChatGPT Plus.
Product Announcements
Introducing ChatGPT to get users’ feedback and learn about its strengths and weaknesses.
Samples
Four sample conversations with ChatGPT covering various topics such as help in writing a letter, debugging code, and cryptography.
Methods
Details about the methods used to train ChatGPT, including Reinforcement Learning from Human Feedback (RLHF) and supervised fine-tuning.
Reward Model for Reinforcement Learning
Data collection process to create a reward model for reinforcement learning by collecting comparison data consisting of two or more model responses ranked by quality.
Fine-Tuning
Using Proximal Policy Optimization several iterations are performed for fine-tuning the model.
Limitations
ChatGPT sometimes writes plausible-sounding but incorrect or ambiguous responses due to the limitations of current AI language models.
Infrastructure
ChatGPT and GPT-3.5 were trained on an Azure AI supercomputing infrastructure.
GPT-3.5
ChatGPT is fine-tuned from a model in the GPT-3.5 series, which finished training in early 2022.

#GPT3

#ChatGPT

#OpenAI

#ConversationalAI

#NaturalLanguageGeneration

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