BrickBench: Evaluating Agentic Brick Design

arXiv:2610.12452 · cs.AI, cs.CV, cs.GR · Submitted 2026-10-08 · Read on arXiv

cs.AI, cs.CV, cs.GR

Submitted: 2026-10-08

Updated: 2026-10-08

Terminology

• Alignment — 24× in this paper · explained in 1 episode
• Benchmark — 17× in this paper · explained in 2 episodes
• Semantic Alignment — 6× in this paper · explained in 3 episodes
• Ablation — 4× in this paper · explained in 1 episode
• Benchmarking — 2× in this paper · explained in 3 episodes
• Conference on Computer Vision and Pattern Recognition — 2× in this paper
• Embeddings — 2× in this paper · explained in 2 episodes
• CVF International Conference on Computer Vision — 1× in this paper
• Deep Reinforcement Learning — 1× in this paper · explained in 2 episodes
• European Conference on Computer Vision — 1× in this paper
• In International Conference on Learning Representations — 1× in this paper
• Prompt Adherence — 1× in this paper · explained in 2 episodes
• Reinforcement Learning — 1× in this paper · explained in 4 episodes
• Semantic Understanding — 1× in this paper · explained in 2 episodes
• Verifier — 1× in this paper · explained in 2 episodes

Sources

• Gemma 4 Technical Report
• SigLIP 2: Multilingual Vision-Language Encoders with Improved Semantic Understanding, Localization, and Dense Features
• BenchCAD: A Comprehensive, Industry-Standard Benchmark for Programmatic CAD

Related papers

• MAVEN-T: Reinforced Heterogeneous Distillation for Real-Time Multi-Agent Trajectory Prediction
• Model Discovery Agent: LLM-assisted Bayesian experiment design for data-efficient discovery of mechanistic world models
• The Clinician's Veto: Navigating Trust, Liability, and Uncertainty in Autonomous AI Prescribing
• MindHelper: Closed-Loop Embodied Mental-State Reasoning for Precision Intervention
• Incumbent Advantage: Brand Bias and Cognitive Manipulation Dynamics in LLM Recommendation Systems
• VSAL: A Vision Solver with Adaptive Layouts for Graph Property Detection