Topic: How is inflation impacting middle class people.
Subtopic 1: Relation between interest rates and inflation.
Subtopic 2: Investment plans to counter inflation in future.
Consider I have above topic and subtopics. Also I have good amount of data to related to above topics, from which I want my content to be generated.
I want to generate an article for it using GPT3 text generation. I was thinking on lines that we can use embeddings and vector search as suggested by @daveshapautomator in his multidoc answering video, but I rather want article creation more than a QnA.
I am not leaning to use Fine tuning feature since it changes the factuality of input content at times.
I would take a phased approach where you brainstorm and expand on the base topic. You can check out my AutoMuse content where I explore this for fiction. Nonfiction is probably going to be easier because it’s not as long. I maybe will do a video on this.
You might start with the multi-document search, and alter the prompts. I am currently doing something similar in order to generate full length essays.
Initial stab at it. If you specify everything you want in
request.txt it should work.
Thanks a lot @daveshapautomator, since we want article/blog to be written from large input corpus, we want pt# 4 and 5 (brainstorming facts and writing actual sections) to be taken from corpus of data rather than pretrained GPT3 to make content factually correct.
- Take a prompt of some sort (natural language instructions) like “I want a blog about X…”
- Brainstorm the structure of the request (list a bunch of sections)
- Iterate on that list to improve it (is this a good list?)
> 4. Brainstorm some facts or points to include for each section (repeat this like 2 or 3 times)
> 5. Write the actual sections
- Iterate/improve the sections
- Clean up the final product
Can we do embedding conversion of corpus and then use text-similarity feature to get most related content (using cosine similarity) from corpus?(referred multi doc answering video)
New user here. Long time hacker. Thank you for what was a very enlightening video.
I’m about to compile this myself. Unless there’s already a source file somewhere that I can download?
EDIT: Found it on GitHub. Thank you!
First time here; unless this is much of a bother I really would appreciate Step-by-Step Guide from GPT text generation, say an article that can be published in newspaper or book review…Saving it…and turning it into a Word Document that I can further edit before emailing out.