[HELP] Fine Tuning Open AI to write in a specific style

digi robot · Jun 16, 2023

hey guys I want to fine tune a Davinci 003 model to write in a specific writing style.

Let's say to write articles about some niche in Ernest Hemingway's style. Just the writing style not any of his work. ( and im not writing articles about arts).

Problem is I don't understand how to create the dataset for this.

What I need to put as Prompt and Compilation in the dataset?

Ashk881 · Jun 16, 2023

digi robot said:
What I need to put as Prompt and Compilation in the dataset?

Prompt: "Article about ... <Your article descriptors here>"
Completion:"....<article>"..."

You can use an automated chatGPT api to create the content.

Tho, writing entire articles is going to give you sub-par results.

TZ2011 · Jun 16, 2023

You don't need dataset for it, it's already in their model. Just make a prompt, something like "You are professional writer. Write me text in the Ernest Hemingway's style." And then you ask further what exactly to write, your niche or whatever.
Also not sure why people still claims Davinci 003 model is better than turbo. It was better earlier, maybe, but things changes daily.

Ashk881 · Jun 16, 2023

TZ2011 said:
Also not sure why people still claims Davinci 003 model is better than turbo. It was better earlier, maybe, but things changes daily.

Turbo is only good for chat, it will give better output than a untuned davinci model but once Its not made for long-form generation. You can't fine-tune it for your needs, only do in context examples.

Foundation models are simply more "programmable" and flexible. Turbo is a instrucution-tuned davinci model that has been fine-tuned on a huge corpus itself.

digi robot · Jun 16, 2023

Ashk881 said:
Prompt: "Article about ... <Your article descriptors here>"
Completion:"....<article>"..."

You can use an automated chatGPT api to create the content.

Tho, writing entire articles is going to give you sub-par results.

let's say I want it to write articles in a very specific structure.
for an example:

article introduction section

short explanation of the main topic: Every jeep has their own specific codes which are used to notify you that something is wrong. For example, DTC codes like c123f or u1110 etc.

main keyword as a question: So, what does C123F code Jeep mean?

short direct answer to the question: Jeep code C123F may come up due to a damaged steering column or intermediate shaft. It can be also be due to incorrect positioning of steering angle sensor or improper clock spring installation. Resetting the ECU, properly installing the clockspring or replacing the clock spring can fix the issue.

That was just the preview. If you want more details in this matter, keep reading this article.

if I want it to follow this style can I use dataset like below

Prompt: "Article introduction ... <short explanation of the main topic, main keyword as a question, short direct answer to the question:>"
Completion:"....<article intro section example>"..."

TZ2011 said:
You don't need dataset for it, it's already in their model. Just make a prompt, something like "You are professional writer. Write me text in the Ernest Hemingway's style." And then you ask further what exactly to write, your niche or whatever.
Also not sure why people still claims Davinci 003 model is better than turbo. It was better earlier, maybe, but things changes daily.

maybe I ll try to fine tune a turbo model. Thank you

djbankrupt · Jun 23, 2023

"Acting as a professional write in ____ niche, write an {article niche type} ex. blog post, in the style of Ernest Hemingway", try using in the style of, at the end of the prompt.

QuizMachine · Jun 23, 2023

TZ2011 said:
You don't need dataset for it, it's already in their model. Just make a prompt, something like "You are professional writer. Write me text in the Ernest Hemingway's style." And then you ask further what exactly to write, your niche or whatever.
Also not sure why people still claims Davinci 003 model is better than turbo. It was better earlier, maybe, but things changes daily.

If you aren’t happy with the results you can feed it some writing by Hemingway ask it to analyse the writing style. Then do a secondary prompt asking it to write the article in the style j just investigated.

Try it with an without the AI being directly told it’s Hemingway.

[HELP] Fine Tuning Open AI to write in a specific style

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