OpenAIThe latest model family, o1, guarantees to be more powerful and logical than its predecessors.
Using GPT-o1 is barely different than prompting for GPT-4 and even GPT-4o. Because this model has more reasoning capabilities, some regular prompting methods don't work as well. Earlier models needed more guidance, and other people took advantage of longer context windows to provide the models more instructions.
Accordingly OpenAI's API documentationthe O1 models “perform best with straightforward prompts.” However, techniques corresponding to giving instructions to the model and shot prompting “may not improve performance and should sometimes even hurt it.”
OpenAI advises o1 users to maintain 4 things in mind when prompted for the brand new models:
- Keep the instructions easy and direct and don’t guide the model an excessive amount of because it understands instructions well
- Avoid chains of thought, as o1 models already argue internally
- Use separators corresponding to triple quotes, XML tags, and section titles to assist the model understand which sections it’s interpreting
- Limit additional context for advanced query generation (RAG), as OpenAI stated that adding more context or documents when using the models for RAG tasks could overly complicate the reply.
OpenAI’s advice for o1 differs considerably from the proposals it gave to users of its previous models. Previously, the corporate suggested being incredibly specific, giving details and giving step-by-step instructions to the models. O1 will do a greater job of “pondering” by itself about tips on how to solve requests.
Ethan Mollick, professor on the Wharton School of Business on the University of Pennsylvania, said in his Blog “A useful thing” that his experience as an early user of O1 showed that it really works higher for tasks that require planning, because here the model decides independently tips on how to solve problems.
Faster engineering and simpler model management
Prompt engineering has naturally grow to be a way by which humans can drill down into details and get the answers they need from an AI model. It has grow to be not only a very important skill, but in addition a growing job category.
Other AI developers have released tools to make it easier to create prompts when designing AI applications. Google launched Prompt Poet, which was developed using Character.ai and integrates external data sources to make responses more relevant.
o1 continues to be latest and individuals are still determining exactly tips on how to use it (including me, who still doesn't know tips on how to run my first command prompt). However, some social media users are predicting that folks may have to alter their approach to ChatGPT's command prompt.
