Monday, November 3, 2025

Small Models: The Unsung Heroes of AI Amid the Hype Around Large Language Models – WSJ

In the realm of artificial intelligence, large language models (LLMs) dominate headlines, but smaller models are proving to be more effective in practical applications. While LLMs like GPT-3 garner significant attention and investment, they often require vast amounts of data and computational power. In contrast, small models offer a more efficient solution, providing quicker responses and requiring less training data. This efficiency makes them ideal for specific tasks such as sentiment analysis, data classification, and customer service automation. Moreover, smaller models can be fine-tuned for niche applications, enhancing their relevance in diverse industries. As organizations seek cost-effective and sustainable AI solutions, the spotlight is gradually shifting toward these smaller, more agile models. Ultimately, while LLMs may capture the imagination, small models are the unsung heroes driving meaningful advancements in AI technology and deployment. Emphasizing their practicality could reshape how businesses approach AI integration in everyday operations.

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