GPTForMe

Last updated: Jun 18, 2023

GPTForMe is a prototype service that utilizes the power of AI to interact with personal or niche content that the public GPT-3 model is not familiar with.

It allows users to upload their own content as context for GPT-3, enabling them to ask about topics that the system does not know about. This service demonstrates the potential of GPT-3 for personalized use cases and is not intended for use on a significant scale. 

GPTForMe works through a semantic search technique that uses embeddings to teach GPT-3 about new things. This approach is faster and requires less human-labeled feedback compared to fine-tuning.

The process involves creating embeddings for new content and prompts, performing a semantic search for relevant content, and submitting the content with the prompt to GPT-3 for a response. While not always accurate, the results of this method are promising.

  • GPTForMe is a prototype service for personalized use cases of GPT-3
  • Users can upload their own content as context to ask about topics that GPT-3 does not know about.
  • GPTForMe uses a semantic search technique involving embeddings to teach GPT-3 about new things.
  • The process involves creating embeddings for new content and prompts, performing a semantic search for relevant content, and submitting the content with the prompt to GPT-3 for a response.
  • The approach is faster and requires less human-labeled feedback compared to fine-tuning.
  • Results from this method are promising but not always accurate.

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