← Back
Towards Data Science

Structured Outputs with LLMs: JSON Mode, Function Calling, and When to Use Each

#llm
Structured Outputs with LLMs: JSON Mode, Function Calling, and When to Use Each
Level:Intermediate
For:ML Engineers
TL;DR

The article discusses techniques for obtaining structured outputs from Large Language Models (LLMs), including JSON mode and function calling. It aims to provide guidance on choosing the right tool for reliable and readable responses. The article explores the use of JSON mode for structured data and function calling for more complex tasks. The practical implication for engineers building AI systems is to understand the strengths and limitations of each approach to select the most suitable method for their specific use case.

⚡ Key Takeaways

  • JSON mode is used for structured data output
  • Function calling is used for more complex tasks
  • The choice between JSON mode and function calling depends on the specific use case
💡 Why It Matters

Understanding the strengths and limitations of JSON mode and function calling is crucial for engineers building AI systems that rely on LLMs, as it enables them to select the most suitable method for their specific use case. This knowledge can help improve the reliability and readability of LLM outputs.

✅ Practical Steps

  1. Apply the concepts from this article to your own system design

Want the full story? Read the original article.

Read on Towards Data Science

More like this

Monitor and debug generative AI inference with SageMaker detailed metrics and Insights dashboard on CloudWatch

AWS ML Blog#deployment

Anthropic's Claude Code Artifacts update brings live, shared dashboards and interactive workspaces to enterprises

VentureBeat AI#anthropic

At Cannes Lions, NVIDIA Partners Reshape Advertising and Marketing With AI

NVIDIA Blog#llm

In game theory, generalists sometimes win out over specialists

MIT News AI#agents

EXPLORE AI NEWS

Daily hand-picked stories on LLMs, RAG, agents and production AI — curated for engineers who ship.

BROWSE NEWS

GET THE WEEKLY DIGEST

Join engineers getting the Monday signal-over-noise AI breakdown. No spam, unsubscribe anytime.

LEARN AI ENGINEERING

Curated courses, research papers, repos and tutorials built for engineers leveling up in AI.

START LEARNING