Chain-of-Thought Prompting (CoT) forces large language models to explain their actions , which can lead to more accurate results—especially for tasks that require complex thinking.
With multimodal CoT prompting, you can use both words and pictures to guide the LLM's thought process.
Example of Chain-of-Thought Prompting
Prompt: A company sold 300 units of a product last quarter and plans to increase sales by 20% next quarter. How many units need to be sold next quarter? Describe your thought process.
Complexity-based Prompting
With this method, you confront the AI with a complex, multi-stage bolivia number dataset problem. Instead of giving simple answers, the artificial intelligence performs several processes with this technique - similar to chain-of-thought prompting.
However , complexity-based prompting is not just about linking thoughts, but about tackling a more complex problem that requires multiple analysis steps.
In this scenario, you ask the AI a question that cannot be answered with a simple or direct answer. Instead, the artificial intelligence must look at, analyze, and think through different aspects . This may include comparing data, weighing up pros and cons, or running through different scenarios.
After this analysis, the AI selects the most comprehensive or longest of the various results . This means that the answer that has been most thoroughly thought out and analyzed and shows a deeper understanding of the problem is selected as the final answer.
Example of Complexity-based Prompting
Prompt: A mid-sized technology company has seen steady revenue growth over the past two years, but is now facing challenges such as rising raw material prices, increasing competition, and a changing market.
The company wants to continue to grow while maintaining its profitability.
Given these challenges, what strategy should the company pursue to continue growing while maximizing its profitability?
Analyze various possible strategies, including the impact of market changes, cost management, product innovation, customer retention, and potential risks.