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GCOF: Self-iterative Text Generation for Copywriting Using Large Language Model

arXiv.org Artificial Intelligence

Large language models(LLM) such as ChatGPT have substantially simplified the generation of marketing copy, yet producing content satisfying domain specific requirements, such as effectively engaging customers, remains a significant challenge. In this work, we introduce the Genetic Copy Optimization Framework (GCOF) designed to enhance both efficiency and engagememnt of marketing copy creation. We conduct explicit feature engineering within the prompts of LLM. Additionally, we modify the crossover operator in Genetic Algorithm (GA), integrating it into the GCOF to enable automatic feature engineering. This integration facilitates a self-iterative refinement of the marketing copy. Compared to human curated copy, Online results indicate that copy produced by our framework achieves an average increase in click-through rate (CTR) of over $50\%$.


How to Use AI Tools Like ChatGPT in Your Business

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Artificial intelligence is not only altering the course of the internet but also impacting the future of business. While some fear that it will have harmful economic repercussions by replacing people in jobs, AI can also serve as a game-changing tool to grow a business and increase its efficiency -- help with everything from lead generation to content creation. Launched by OpenAI in November of 2022, this chatbot amassed more than a million users in just five days. A generative dialogue AI application, it can create new content, and its potential uses are virtually endless -- from writing full essays to blog posts, song lyrics to cover letters and resumes. It can even draft legal contracts using local statutes/regulations pulled from public sources.


Artificial intelligence is permeating business at last

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The machines are coming for your crops--at least in a few fields in America. This autumn John Deere, a tractor-maker, shipped its first fleet of fully self-driving machines to farmers. The tilling tractors are equipped with six cameras which use artificial intelligence (ai) to recognise obstacles and manoeuvre out of the way. Julian Sanchez, who runs the firm's emerging-technology unit, estimates that about half the vehicles John Deere sells have some AI capabilities. That includes systems which use onboard cameras to detect weeds among the crops and then spray pesticides, and combine harvesters which automatically alter their own setting to waste as little grain as possible.


7 Ways To Use AI Writing Tools To Generate Content Ideas

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Creating relevant, engaging, original content for your audience on a regular schedule is a necessary aspect of any content marketing strategy. The more content you create, the more keywords your website is going to rank for in search results, and the more visitors, leads, and prospects you're going to reach. The problem is, it's really hard work to produce fresh new content over and over again. How often do you find yourself staring at a blank page that always seems to be staring back at you in defiance? What if there was a way to make it easier to come up with unlimited new content ideas without ever having to worry about writer's block?


Top 10 AI Writing Software To Explore In 2022: Can Write Like Us?

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AI writing software refers to software tools that use artificial intelligence and machine learning techniques to speed up and support creating written human quality content and providing assistance in writing, correcting, and analyzing text. These tools are playing a significant role in the content marketing industry. AI writing software is one of its most impressive feats. With so much competition and so much volume of information required, it can be hard to find the time and energy to write content that can move the AI writing tools. Jasper: Jasper is an AI writing tool that helps transform the text into a completely personalized and unique piece of art. It has been written by conversion experts and copywriters with specific rules to follow and templates to be guided by.


Simple AI Tools For Everyday Life

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As technology continues to advance, AI tools have grown in capability and become more widely accessible. Now multiple applications are capable of recognizing images, recognizing voices, and understanding natural language. While by no means can any of these AI tools be considered to have human-level intelligence, they are already being used to perform everyday common tasks in much faster ways. Here are the names of some tools that will make your life easier. Have you ever uploaded a photo on social media and then thought to yourself: 'what should I write as the caption?' It's a tedious process that we all go through each time we upload a post.


How to Generate High-Converting Copy With AI Copywriting Software

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Let's see what happens when I toggle the "Improve with AI" button on. You can choose how you want the text to be generated based on a set of criteria. In this example, I'm happy for the text to be altered by choosing "Relaxed", I want to incorporate the keywords "Digital Marketing Tools", and I'm targeting both Males and Females aged over 35. Here's what Anyword came up with: Now I have three headline variations for this page that are statistically proven to perform with a set demographic. In my case, the score of the page was pretty good in the first place, so there are only marginal improvements to make.


What is Text Clustering? - insideBIGDATA

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Automatic document organization, topic extraction, information retrieval and filtering all have one thing in common. They require text clustering (sometimes also known as document clustering) to be done quickly and accurately. If you've never heard of text clustering, this post will explain what it is, what it does, and how its currently being used to aid businesses. We'll also briefly discuss how a business could employ text clustering too! First, let's define text clustering.