arXiv AI

BIM-Edit: Benchmarking Large Language Models for IFC-Based Building Information Modeling

arXiv:2606. 20146v1 Announce Type: new Abstract: Large language models (LLMs) are increasingly applied to computer-aided design (CAD) to generate design artifacts from textual instructions.

arXiv Machine Learning

Jun 30

Arko-T: A Foundation Model for Text-to-Structured 3D Generation

arXiv:2606. 30429v1 Announce Type: new Abstract: Text-to-3D systems can now synthesize a mechanical part from a single sentence, yet the result is a shape to render, not a design to edit.

By Liang Wang, Zhaoyang Xi, Zekai Xiang, Heng Meng, Qishan Zhang, Pingyi Zhou, Jin Liu, Litao Chen

llms benchmarks

arXiv AI

Jun 6

MUSE: Benchmarking Manufacturable, Functional, and Assemblable Text-to-CAD Generation

arXiv:2605. 28579v2 Announce Type: replace Abstract: Large language models (LLMs) have recently advanced text-driven 3D generation, yet Text-to-CAD remains far from supporting industrial product design.

By Xiaoyu Dong, Zhi Li, Xiao-Ming Wu

llms multimodal benchmarks safety

arXiv Computer Vision

Sep 22

ProxyBuild: Text-Guided Structured 3D Building Generation with Mesh-Anchored Procedural Proxies

arXiv:2609.23386v1 Announce Type: new Abstract: Text-guided 3D building generation holds tremendous application potential, yet existing generative models typically output inseparable single meshes or...

By Xiang Tang, Ruotong Li, Xiaopeng Fan

llms

arXiv AI

4d ago

FLOORA: A Human-Aligned Domain-Specific Language Model for Architectural Design

arXiv:2609.36064v1 Announce Type: cross Abstract: Foundation models are powerful generators, but many engineering domains require structured representations that general-purpose systems handle poorly...

By Sahand Rezaei-Shoshtari, Patryk Wozniczka, Shu Ishida, Gregg Streuber, Farnoosh Javadi, Jeffrey Landes, Angela Ju, Muhammad Azam, Bryan Lim, Johan Luttun, Indrajeet Haldar, Jonathan Shaw, Beatriz Guerra, Ivan Sosnovik, James Stoddart, Robert Giaquinto, Adam Gaier

llms nlp reinforcement-learning fine-tuning multimodal benchmarks safety

arXiv Computer Vision

Aug 25

BIMScript: Material-Aware Structured Scene Programs for BIM Ingestion

arXiv:2608.21447v1 Announce Type: new Abstract: Structured-language models such as SceneScript reconstruct a scene as a short program of parametric commands, an inherently editable and semantically e...

By Prakash Kondibhau Naikade, Thomas B. Moeslund, Andreas M{\o}gelmose

llms multimodal

arXiv AI

Jul 8

Foundation Models for Automatic CAD Generation

arXiv:2607. 05573v1 Announce Type: new Abstract: Recent advances in Large Language Models (LLMs) and Vision-Language Models (VLMs) enable the automatic generation of parametric 3D designs from natural-language specifications.

By J de Curt\`o, Victoria Guill\'en, I. de Zarz\`a

llms multimodal benchmarks

arXiv AI

Sep 10

CIT-CAD: Constraint Intent Tree-based CAD Code Generation and Verification

arXiv:2609.07434v1 Announce Type: new Abstract: Natural-language Computer-Aided Design (CAD) code generation aims to turn design intent into executable and editable parametric programs. Large languag...

By Yali Du, Hui Sun, San-Zhuo Xi, Ming Li

llms benchmarks

arXiv Machine Learning

Aug 6

BIM-Native Tokenization for Constraint-Aware Room Layout Synthesis

arXiv:2512. 04832v3 Announce Type: replace-cross Abstract: We present a BIM-native tokenization for room-level layout synthesis in Building Information Modeling (BIM) scenes.

By Manuel Ladron de Guevara, Jinmo Rhee, Ardavan Bidgoli, Vaidas Razgaitis, Michael Bergin

llms rag nlp benchmarks

arXiv Computer Vision

Sep 23

Evidence-gated multimodal parsing and vectorization of architectural floor plans

arXiv:2609.25615v1 Announce Type: new Abstract: Architectural floor plans remain a high-friction barrier to archive digitization and early design-model preparation because heterogeneous graphics enco...

By Hongxuan Chen, Wenda Wang, Jiachen Lu, Qirui Shen, Zilong Huang, Lei He, Xinyue Dong, Weixin Huang

multimodal benchmarks

arXiv AI

Sep 1

MineCEraft: Evaluating Language Models as Construction Engineers in the World of Minecraft

arXiv:2608.28884v1 Announce Type: new Abstract: We introduce MineCEraft (Minecraft Construction Engineering Benchmark, pronounced mine-see-ee-raft), an easy-to-use, open-source benchmark designed to...

By Sewoong Lee, Risham Sidhu, Julia Hockenmaier, Yoonhwa Jung

llms benchmarks

arXiv AI

Jun 10

Architect-Ant: Editable Automatic Furnishing of Architectural Floor Plans

arXiv:2606. 10953v1 Announce Type: new Abstract: Furnished floor plans are fundamental to real estate visualization, interior design, and architectural workflows.

By Fedor Rodionov, Aleksandar Cvejic, Michael Birsak, John Femiani, Peter Wonka

llms fine-tuning multimodal safety

arXiv AI

Jul 20

DrawingVQA: A Real-World Benchmark for Multi-Depth Visual-Textual Reasoning on Construction Drawings

arXiv:2607. 15418v1 Announce Type: new Abstract: We introduce DrawingVQA, the first benchmark designed to evaluate multimodal large language models (MLLMs) on real-world construction drawings -- a core media in architecture, civil, and many other engineering practices.

By Yoonhwa Jung, Junryu Fu, Mani Golparvar-Fard

llms multimodal benchmarks

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