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GPT (Generative Pre-trained Transformer)

OpenAI's family of language models that generate human-like text. GPT-4 is currently the most capable version, excelling at reasoning, coding, and analysis.

In-Depth Explanation

GPT (Generative Pre-trained Transformer) is OpenAI's series of language models that have defined the current AI era. The name describes three key aspects: they generate text, they're pre-trained on vast data before deployment, and they use transformer architecture.

Evolution of GPT:

  • GPT-1 (2018): Proved the pre-training approach works
  • GPT-2 (2019): Demonstrated coherent long-form text generation
  • GPT-3 (2020): Revealed emergent capabilities and few-shot learning
  • GPT-3.5/ChatGPT (2022): Made AI conversational and accessible
  • GPT-4 (2023): Multimodal, stronger reasoning, longer context
  • GPT-4o (2024): Optimised for speed and multimodal interaction

Key capabilities include:

  • Natural language understanding and generation
  • Code writing, review, and explanation
  • Analysis and reasoning
  • Translation and summarisation
  • Following complex multi-step instructions

GPT models set the benchmark that other models are compared against. Their API is the most widely-used for AI application development.

Business Context

GPT models set the standard for general-purpose AI capabilities. GPT-4 is ideal for complex tasks; GPT-3.5 offers cost-effective high-volume processing.

How Clever Ops Uses This

We work extensively with GPT models for Australian business clients. We help select the right GPT variant for each use case, optimising the balance between capability and cost.

Example Use Case

"Using GPT-4 for complex document analysis and report generation where high accuracy and reasoning are required."

Frequently Asked Questions

Category

ai ml

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