RealCADBench: Benchmarking Parametric CAD Modeling from Industrial Design Intents

arXiv:2609.03773 · cs.CV, cs.CL · Submitted 2026-09-03 · Read on arXiv

cs.CV, cs.CL

Submitted: 2026-09-03

Updated: 2026-09-04

Comments: Benchmark from JoyIndustrial's AI CAD project

Code: https://github.com/huggingface/cadgenbench

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Benchmark — 49× in this paper · explained in 2 episodes
• Failure Modes — 12× in this paper · explained in 3 episodes
• Profile Average — 10× in this paper
• Aggregation — 7× in this paper · explained in 1 episode
• Consistency — 7× in this paper · explained in 3 episodes
• Alignment — 6× in this paper · explained in 1 episode
• Trace — 6× in this paper · explained in 2 episodes
• Fidelity — 5× in this paper · explained in 2 episodes
• Accuracy — 4× in this paper · explained in 1 episode
• Benchmarking — 3× in this paper · explained in 3 episodes
• Verification — 3× in this paper · explained in 2 episodes
• CVF International Conference on Computer Vision — 2× in this paper
• Grounding — 2× in this paper · explained in 3 episodes
• Point Clouds — 2× in this paper · explained in 2 episodes
• Adam — 1× in this paper · explained in 2 episodes
• Core — 1× in this paper · explained in 2 episodes
• Multimodal Inputs — 1× in this paper · explained in 2 episodes
• Pairwise Comparisons — 1× in this paper · explained in 2 episodes
• Provenance — 1× in this paper · explained in 3 episodes
• Structural Reasoning — 1× in this paper · explained in 2 episodes

Sources

• Zero-to-CAD: Agentic Synthesis of Interpretable CAD Programs at Million-Scale Without Real Data
• Qwen3-VL Technical Report
• UniCAD: A Unified Benchmark and Universal Model for Multi-Modal Multi-Task CAD
• MUSE: Benchmarking Manufacturable, Functional, and Assemblable Text-to-CAD Generation
• CADBench: A Multimodal Benchmark for AI-Assisted CAD Program Generation
• Kimi K3: Open Frontier Intelligence
• CADEngBench: It Looks Like CAD, but Does It Work? Evaluating Parametric Design, Assembly Reasoning, and Physics Simulation
• Text2CAD-Bench: A Benchmark for LLM-based Text-to-Parametric CAD Generation
• P3D-Bench: Benchmarking MLLMs for Parametric 3D Generation and Structural Reasoning
• BenchCAD: A Comprehensive, Industry-Standard Benchmark for Programmatic CAD

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