CADEngBench - Assembly Grounding (Typed@1): leaderboard

Metric: Typed top-1 accuracy (%; share of 120 assembly relation tasks between two source B-Rep bodies; one response per task whose rank-1 prediction selects the recorded B-Rep entity pair with the correct joint family and body roles). Source: arxiv.org. Saturation forecast: Around 2029. 8 models tracked.

Top models

#ModelScore
1Gemini 3 Flash (Preview) (Minimal)23.3
2Kimi K2.5 (Non-reasoning)15
3Claude Sonnet 4.514.2
4Llama 4 Maverick14.2
5Qwen 3.5 35B A3B (Non-reasoning)14.2
6GPT-5.2 (Non-reasoning)12.5
7GLM-4.6V (Non-reasoning)10

Interactive version: theaggregate.ai/benchmark?slug=cadengbench-assembly-grounding-typed-1 · How It Works · Data refreshed daily, snapshot 2026-09-29.