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by hooande 1276 days ago
Fascinating. This isn't at all how ChatGPT works. You're not leveraging the scale of the internet + style transfer to provide answers. Instead it's doing text summarization on search results.

It's a very clever proof of concept. Not exactly a large language model.

1 comments

It's doing abstractive summarization over the search results, using GPT-3. The pipeline is:

  - Search using Google
  - Run some filters to exclude SEO spam, etc.
  - Scrape the pages that are returned
  - Find chunks of text likely to align with the answer (comparing embeddings)
  - Feed the most likely chunks into GPT-3 to get a summary
It is leveraging GPT-3 to produce better summaries, and it isn't purely extractive - the LLM uses context and knowledge to generate a better summary.

I want to experiment with a local model next, versus using GPT-3.