.Artificial intelligence is developing rapidly, and OpenAI is constantly improving its GPT models. At the time of writing, there are three main versions: GPT-4o mini , GPT-4o, and GPT-4.This article examines their capabilities, advantages, and disadvantages in detail to help determine which model is best suited for specific tasks.to process scientific research or analyze large volumes of data.The GPT-4 model can be used to write the skeletons of analytical articles where maximum accuracy and understanding of the context is required. Despite its accuracy, sometimes GPT-4 produces overly technical articles that require a lot of editing, and its downside is its cost.
Comparison of the general capabilities of the models
GPT-4o mini is a new compact model, the feature of which is speed. It is able to generate text faster than other models, which makes it ideal for tasks where speed is important.For example, GPT-4o mini can be effective for creating a large number of posts for Instagram. It can also be used to generate ideas, quick answers, etc.However.
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in complex tasks, mathematical calculations, complex logical questions, tasks with context, the model may be inferior to GPT-4o and GPT-4.GPT-4o is an optimized model that combines high performance and free access. She copes well with complex tasks, in particular with the creation of technical descriptions, skeletons for articles, solving simple problems, etc.
Thanks to the presence of a context window, GPT-4o can process a significant amount of information in one request. This model is suitable for tasks that require clarity and detail, without “suffocation”.GPT-4 is the largest model of the three and offers the highest accuracy. It is suitable for specialized tasks. For example, if you need .
Comparison of models in various aspects
It is recommended to use different GPT models for certain tasks. Anakin Resource analyzed the models for accuracy, logic, language comprehension, and programmability..I have been using the plan for a year now, given that I work with GPT a lot – it completely pays for itself, even with the increase in the dollar. But if you don’t plan to use GPT too often, the free option might be enough. Because they do not provide a definitive assessment of the capabilities of the models, because the models are constantly being improved.GPT-4o mini will be ideal for quick and simple tasks. Suitable for writing posts on social networks, adapting content and creating texts in personal miniblocks.GPT-4o is a model with better accuracy and a large context window. It is a universal tool for various tasks: from text generation to analysis of small .
General knowledge and logic of models
Anakin conducted a series of tests in which the capabilities of each of the models were recorded in percentage terms.TestGPT-4o mini GPT-4o GPT-4. MMLU (General Knowledge. ARC (Analysis of Reasoning.HellaSwag (Understanding Informal Speech. TruthfulQA (truthfulness.To understand each of the tests. MMLU — assesses general knowledge and model logic. GPT-4o showed the best result.
ARC – tests the ability of models to reason and think logically. GPT-4o and GPT-4 showed similar results, slightly ahead of GPT-4o mini.HellaSwag – assesses models’ ability to understand and generate informal language. GPT-4o and GPT-4 also showed the same results here.TruthfulQA – Tests the ability of models to generate truthful and unbiased answers. All three models showed similar results, but GPT-4o had a slight advantage.GPT-4o generally performed best in these tests. The new GPT-4o mini model also showed good results, but it was inferior to the GPT-4o and GPT-4 models in all tests.Tests should not be considered as a benchmark for assessing capabilities.
Mathematical capabilities
For a better understanding of mathematical how to write and logical abilities, Anakin took the GSM8K and MATH tests. They help to assess how well each of the models copes with solving mathematical problems and logical problems.GSM8K tests the model’s ability to solve math problems at the elementary school level.MATH assesses the model’s more complex mathematical abilities.The GPT-4o and GPT-4 models are more effective for tasks that require a high level of mathematical and logical abilities. If you need to work out complex tasks, you should choose one of these models.Language comprehension and generation. Assessing a model’s ability to understand and generate text is important for many tasks. LAMBADA and WinoGrande tests help evaluate the model’s ability to understand the context in the text and the ability to correctly interpret queries.Tests show that tasks that require context understanding
The speed of operation of GPT models
GPT-4o mini is the fastest model among chicago business the compared. It generates text at a speed of 182.6 tokens per second. For comparison, GPT-4o issues 88.1 tokens per second, while GPT-4 issues 25.2 tokens per second.However, GPT-4o has the lowest latency (0.46 seconds) to generate the first token, which is the shortest time it takes for the model to start issuing the first token after receiving a request. In GPT-4o mini, this indicator is 0.53 seconds, and in GPT-4 — 0.67 seconds.Although GPT-4 appears to be slower, it handles more complex queries. Therefore, delay and speed are not a priority here. But if you need speed, it is better to choose GPT-4o or GPT-4o mini.The cost of GPT models in Ukraine. The GPT-3.5 model is available for free, and GPT-4o is also available with limited access. This is enough for basic tasks.
