ASCIITermDraw-Bench tests whether VLMs can draw ASCII diagrams

East-Muffin-6472 · reddit · 2026-07-20

ASCIITermDraw-Bench is a new benchmark for testing whether vision-language models can generate and edit ASCII diagrams. The authors argue that ASCII can be useful for communicating architectures, topologies, and cluster layouts, and that this capability is different from simply describing a diagram. The benchmark contains 80 tasks across four areas: basic box/layout drawing, network topologies, software architecture diagrams, and image-conditioned diagram editing. Each answer is scored with both a structural metric and an LLM-based semantic judge repeated five times, with a 95% confidence interval reported. The current leaderboard is headed by Gemma-4-31B-IT, followed by Qwen3.7-Plus, Kimi-K2.6, MiniMax-M3, Qwen3.5-9B, and Ternary-Bonsai-27B.

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