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The market by value in this report is defined as the revenues that enterprises gain from goods and/or services sold within the specified market and geography. • Values in this market are ‘factory gate’ values, that is the value of goods sold by the manufacturers or creators of the goods, whether to other entities (including downstream manufacturers, wholesalers, distributors and retailers) or directly to end customers. The value of goods in this market includes related services sold by the creators of the goods.

The global large language models (LLMs) in robotics market encompasses the integration of advanced, large￾scale neural network models with robotic systems to enable unprecedented levels of autonomous operation, human-robot interaction, and task comprehension. This technology functions by equipping robots with a sophisticated understanding of natural language, allowing them to process and execute complex, non-linear commands conveyed through text or speech. LLMs act as a cognitive engine, translating high-level human intent into a sequence of actionable steps for the robots control system. Primary applications span industrial automation, logistics, healthcare assistance, and domestic services.

The global LLMs in education market encompasses the provision of artificial intelligence technologies, including software platforms, application programming interfaces, and integrated solutions designed to leverage the capabilities of LLMs (large language models) for educational purposes. These models function by utilizing deep learning algorithms trained on massive datasets to understand, generate, and manipulate human language. Primary applications span personalized tutoring systems that adapt to student progress, automated content creation for curricula, intelligent grading and feedback mechanisms, and sophisticated research assistants for higher education. Key advantages include the ability to deliver scalable, individualized learning experiences and to automate administrative workloads for educators. In the current market landscape, LLMs represent a transformative technology, poised to enhance pedagogical methods, improve learning outcomes, and drive operational efficiencies across K-12, university, and corporate training environments.

The market by value in this report is defined as the revenues that enterprises gain from goods and/or services sold within the specified market and geography. • The market value includes the value of related goods sold by the service provider or included within the service offering. Only goods and services traded between entities or sold to end consumers are included.

The market by value in this report is defined as the revenues that enterprises gain from goods and/or services sold within the specified market and geography. • The market value includes the value of related goods sold by the service provider or included within the service offering. Only goods and services traded between entities or sold to end consumers are included.