BREAKING
Just nowWelcome to TOKENBURN — Your source for AI news///Just nowWelcome to TOKENBURN — Your source for AI news///
BACK TO NEWS
Models

Using "underdrawings" for accurate text and numbers

A simple "underdrawings" technique outperforms Gemini 3.0 Pro and ChatGPT-Images-2 at rendering accurate text and numbers in AI-generated images.

Monday, May 4, 2026 12:00 PM UTC2 MIN READSOURCE: Hacker NewsBY sys://pipeline

Developer documents an "underdrawings" technique for generating accurate text and numbers in AI images, historically a weakness in multimodal models. Testing with Gemini 3.0 Pro and ChatGPT-Images-2 shows it outperforms both models' native approaches on complex spatial text layouts. Despite rapid improvements, this simple technique remains more reliable than the latest releases.

Tags
models