Generative AI
ChatGPT and Generative AI – why NOW is the time to understand them?
AI has exploded with the development of Large Language Models. Trained on massive amounts of input, these models are the algorithmic basis for GenAI tools, which are rapidly improving. Tech giants are currently racing to create the best AI chatbot. The competitors are: ChatGPT, Bard, Bing (Copilot) and Claude. Check out our comparison of these 4 tools.
ChatGPT by OpenAI is the only generative AI product available with two different LLMs, GPT-3 and GPT-4. Its launch in November 2022 broke all records for popularity in consumer software and web applications.
It is one of the most advanced AI chatbots that can imitate human conversations, providing users with an easy and personalised user experience. Its ability to provide long, good-quality answers and generate specialised texts on various topics set a high bar for both the LLM itself and the competition.
OpenAI continues to develop its product, regularly adding new features. Currently (November 2023), using ChatGPT, you can search the internet, generate images or have voice conversations with chat.
More about ChatGPT in our other article: ChatGPT and Generative AI – it’s time to understand them.
When OpenAI made ChatGPT publicly available, Google rushed to release a version of its text-based generative AI product, Bard, in February 2023. It was also a response to the integration of ChatGPT with Bing from Microsoft.
The Bard chatbot was designed to simulate conversations with a human and generate realistic answers to questions. To provide even more relevant search recommendations, Bard continuously searches the entire internet in real-time. It has been its flagship feature from the very beginning.
Seeing the massive success of ChatGPT, Microsoft, in March 2023, integrated similar AI features into its Bing web search engine (one of the biggest search engines in the world, but with only 3% of searches). Maintaining close technical and financial cooperation with ChatGPT, it created Bing AI Chat.
It is important to mention the recent renaming of this tool. Bing Chat was rebranded as Copilot during the Microsoft Ignite 2023 event (14-17 November), which is part of Microsoft's strategy to strengthen the tool's branding.
Copilot (previously Bing) uses the LLM but has additional features to make it more experimental and accurate. It is based not only on training data but also on indexing functions and the so-called web scraping, which involves the automated downloading of data from the internet. Thanks to this, it can generate answers based on current data.
Claude is an AI chatbot developed by the research company Anthropic (founded by former OpenAI members). It is designed to be user-friendly and more accessible to use than, for example, ChatGPT. It excels in creative writing and programming using Python and emphasises security, control, and ethics.
Claude is intended to be used not only to write human-like content but also to imitate some non-cognitive behavioural characteristics. Historical data do not limit it and provide current results.
It was trained using the so-called constitutional artificial intelligence.
It means it focuses on honest conversation to produce “less harmful” results, generating responses that are socially responsible and ethical. So far, the results have been mixed, with reviewers emphasising that it continues to create content that may be biassed, false or potentially harmful.
The current versions of Claude 1, Claude 2 and Claude Instant have recently become available to a broader audience, a big shift from their earlier versions, which were solely for businesses.
It is based on a deep learning architecture called Generative Pre-trained Transformer (GPT). It allows you to generate entirely accurate and highly personalised answers to user queries.
The GPT architecture uses a technique called unsupervised learning – it can learn from both labelled and unlabelled data to make sure it understands questions. Labelled data allows the chatbot to accurately identify the intent behind user queries and generate appropriate responses.
It uses LaMDA technology and neural network architecture to answer complex user questions in real-time. It takes into account the context, topic and previous statements. Thanks to advanced machine learning techniques, LaMDA is able to learn new concepts and be used in many different fields.
Google's Transformer, the basis for other AI generation tools such as the GPT-3.5 language model, is also used in ChatGPT. They tend to imitate answers, which can lead to errors and mistakes. The scientists who created the LaMDA model tried to solve this problem by increasing the size of the model. However, they found that this approach did not work in areas and industries where facts were constantly changing.
It is based on Microsoft's proprietary Prometheus technology. This AI model combines a comprehensive search index, rankings and results from Bing searches with creative inference of the most advanced OpenAI GPT models. It then combines the output generated by Bing and GPT to develop internal queries using a component called Bing Orchestrator. The combined response is presented to the user in the form of human-like text.
Internal queries and Bing searches are critical elements of the Prometheus architecture. Thanks to them, it provides current information to the primary language model, enabling answers to present questions and reducing inaccuracies – this method is called grounding.
Claude's work was based on an innovative approach to AI called “cognitive architecture”. It aims to replicate how the human brain processes information, enabling AI systems to learn and reason in a more human-like way.
By combining cognitive architecture with cutting-edge machine learning techniques, Claude aims to achieve a level of intelligence and adaptability that is likely to exceed existing AI systems.
OpenAI offers three plans to use:
It is entirely free and is said to remain so, at least for some time. Google plans to integrate this tool with its other products.
Initially, it was available in the USA and Great Britain, and from July 2023, it is accessible throughout Europe and in over 40 languages, including Polish.
Until recently, it was only available in Microsoft Edge; at the end of August 2023, Bing AI also came to the Google Chrome browser and is slowly adapting.
Microsoft is working to bring its features to other browsers on desktop and mobile devices. Bing became a free-access phenomenon from the very beginning. Current innovation maintains this – users from all over the world have access to both versions of advanced tools: Bing AI and Bing Image Creator. You can generate 50 free images daily in Bing (with a Microsoft account). The chatbot understands commands in both English and Polish.
Until recently, Claude 2 only allowed users from the US and UK and offered a priority paid service (with five times the number of messages compared to the free version).
This fall, the company has opened access to 95 countries worldwide – in Europe, Asia, Africa, South America and Australia.
Information about the new subscription plan for each version, i.e. Claude 1, Claude 2 and Claude Instant can be found on the Anthropic website. For now, it is known that different price levels allow you to adjust access to your needs.
AI chatbots and the speed at which they are growing, show their enormous potential. Despite of the fact that these LLMs still require caution due to the potential misinformation, they provide an exciting glimpse into the future of AI.
Changes in the chatbot and GenAI market are happening so dynamically that it takes a lot of effort and ability to assess the situation to stay up to date. If you are looking for a reliable and up-to-date source of knowledge, check out our YouTube channel, Beyond AI. We regularly publish about the latest solutions and practical use of AI there.
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