Popular Artificial Intelligence (AI) firm OpenAI has launched an upgrade to ensure its models conform to a particular schema. Notably, the Sam Altman-led firm introduced Structured Outputs in the API to ensure model-generated outputs will exactly match JSON Schemas provided by developers.

Structured Outputs in the API to Fix LLM Challenges

OpenAI introduced JSON mode to several developers in 2023 during the DevDay event.

This feature is touted as a building block that is useful to developers who are trying to leverage OpenAI models to build reliable applications. One of the perks of utilizing JSON mode is that it improves model reliability for generating valid JSON outputs.

On the flip side, this update does not offer any form of guarantee that the model’s response will confirm a particular schema. This shortcoming led to the introduction of the Structured Outputs in the API.  The newly launched upgrade achieves this feat by constraining OpenAI models to match developer-supplied schemas. It also ensures models are better trained to understand complicated schemas.

According to the Sam Altman-led firm, this new feature hold several benefits including tackling most of the limitations of Large Language Models (LLMs). In the past, developers have tried to circumvent a number of these challenges through open source tooling, prompting, and retrying requests repeatedly.

This is to ensure that model outputs match the formats needed to interoperate with their systems.

OpenAI Reach For More AI Dominance

This latest development underscores the firm’s dedication to maintaining its growing dominance in the AI scene. The firm continues to push borders even after the launch of some products including ChatGPT, Sora, DALL-E, GPT-4 and others that leads the AI landscape.

Within the last month, OpenAI has pushed out more AI models and solutions than any other firm.

A few weeks ago, the AI company came up with SearchGPT, a Google-like search engine, powered by the generative innovative technology. Though it is still in the testing phase, OpenAI lauded the functionalities of the tool, citing that it is fast and its answers are accurate.

Amidst the launch of these products, OpenAI have had to bid farewell to a few of its executives including the co-founders John Schulman and Greg Brockman

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Filed under: News - @ August 6, 2024 7:22 pm