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January 18, 2025 at 02:40 PM
🔆The article explores the rise of Small Language Models (SLMs) as an alternative to large language models (LLMs) in the field of Artificial Intelligence.
Key Points:
✅Shift Towards SLMs: The focus has shifted from building massive LLMs to developing smaller, more efficient models due to limitations in data availability and computational resources.
📍Advantages of SLMs:
✅Cost-effectiveness: SLMs require less training data, computational power, and time to develop.
✅Suitability for Specific Tasks: They are well-suited for specialized applications and edge devices, making them ideal for resource-constrained environments.
✅Efficiency: SLMs are more efficient and can run on devices with limited processing power.
✅Use Cases in India: SLMs are seen as promising for applications in healthcare, agriculture, and education in India, where resources are limited.
🔸Examples: Companies like Mistral AI, Google, OpenAI, and Meta have released smaller models alongside their flagship LLMs, showcasing the growing interest in this area.
✅Possible UPSC Prelims Question:
What is the primary advantage of Small Language Models (SLMs) over Large Language Models (LLMs)?
A. Higher accuracy
B. Lower cost and resource requirements
C. Better performance on complex tasks
D. Ability to generate more creative content
✅Possible UPSC Mains Question:
Discuss the potential of Small Language Models (SLMs) in revolutionizing the field of Artificial Intelligence. Analyze their advantages and limitations compared to Large Language Models and discuss their potential applications in developing countries like India.
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