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Technique · training

Instruction Tuning (FLAN)

Fine-tuning a pretrained LM on a mixture of tasks phrased as natural-language instructions, enabling strong zero-shot generalization.

Origin: Google, 2021-09Read origin paper →Also known as: Instruction Tuning, FLAN
17
Products deploying
4y
Avg research → prod
4y
First commercial deploy

Deployment timeline

  1. GPT-4o

    Deployed 2026-02-16 · Velocity 4y

    GPT-4o follows instruction-tuned models like InstructGPT, enabling strong zero-shot task following.

    high
  2. GPT-5

    Deployed 2026-02-16 · Velocity 4y

    GPT-5 follows the instruction-following paradigm established by its predecessors, which were instruction-tuned.

    high
  3. GPT-5.2 Pro

    Deployed 2026-02-17 · Velocity 4y

    As a flagship OpenAI model, it follows the established instruction-following paradigm refined from InstructGPT and GPT-4.

    high
  4. Claude 3

    Deployed 2026-02-18 · Velocity 4y

    Claude 3 is instruction-tuned to follow diverse instructions, a core capability mentioned in documentation.

    high
  5. Gemini 3 Pro

    Deployed 2026-02-19 · Velocity 4y

    Gemini models are instruction-tuned, building on the FLAN line of work.

    high
  6. Gemini 3.1

    Deployed 2026-02-20 · Velocity 4y

    Gemini models are instruction-tuned, building on Google's FLAN tradition.

    medium
  7. Claude 3.5 Sonnet

    Deployed 2026-02-23 · Velocity 4y

    Claude models are instruction-tuned on diverse tasks to follow instructions and generalize to new tasks.

    high
  8. Claude Sonnet 4.6

    Deployed 2026-02-25 · Velocity 4y

    Claude models are instruction-tuned to follow user instructions, a standard practice for Anthropic.

    medium
  9. GPT-5.3

    Deployed 2026-02-26 · Velocity 4y

    GPT-5.3 follows OpenAI's instruction-tuned lineage (InstructGPT) for strong zero-shot generalization.

    medium
  10. Claude 4.5

    Deployed 2026-02-26 · Velocity 4y

    Claude models are instruction-tuned to follow natural language instructions effectively.

    high
  11. Gemini 3 Flash

    Deployed 2026-02-27 · Velocity 4y

    Gemini models are instruction-tuned, building upon the FLAN instruction-tuning methodology developed by Google.

    high
  12. Kimi K2.5

    Deployed 2026-03-04 · Velocity 5y

    Kimi models are instruction-tuned for conversational ability, aligning with FLAN-style training.

    medium
  13. Gemini 3.1 Flash-Lite

    Deployed 2026-03-05 · Velocity 5y

    Gemini models are instruction-tuned, building on the FLAN instruction-tuning methodology.

    high
  14. Claude 3.5 Opus

    Deployed 2026-03-18 · Velocity 5y

    Claude models are instruction-tuned; Claude 3.5 Opus shows strong instruction following.

    high
  15. GLM-5.1

    Deployed 2026-03-21 · Velocity 5y

    GLM-5.1 is instruction-tuned on diverse tasks following FLAN methodology.

    medium
  16. Qwen 3.6

    Deployed 2026-03-31 · Velocity 5y

    Qwen models are instruction-tuned on a large collection of datasets.

    high
  17. GPT-5.4-Cyber

    Deployed 2026-04-16 · Velocity 5y

    GPT models are instruction-tuned to follow diverse tasks, aligning with the FLAN paradigm.

    high