\small
\begin{thebibliography}{28}

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\newblock Waffle: Multimodal floorplan understanding in the wild.
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\newblock Vision language models can parse floor plan maps.
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A.~Coffrini, P.~Barsocchi, F.~Furfari, A.~Crivello, and A.~Ferrari.
\newblock LLM-guided indoor navigation with multimodal map understanding.
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\newblock Floorplan2Guide: LLM-guided floorplan parsing for BLV indoor navigation.
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\newblock ViLLA: Vision-language layout analyzer for automatic floor plan analysis.
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\newblock UrbanKGent: A unified LLM agent framework for urban knowledge graph construction.
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A.~Madaan \emph{et al.}
\newblock Self-Refine: Iterative refinement with self-feedback.
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X.~Yang \emph{et al.}
\newblock WAFFLE: Multimodal floor plan understanding with LLMs and VLMs.
\newblock {\em arXiv:2407.10320}, 2024.

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R.~Jiang \emph{et al.}
\newblock ChatHouseDiffusion: LLM-driven floor plan generation with diffusion
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\newblock {\em arXiv:2405.13632}, 2024.

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Y.~Tian, Q.~Ye, and D.~Doermann.
\newblock YOLOv12: Attention-centric real-time object detectors.
\newblock {\em arXiv:2502.12524}, 2025.


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Anthropic.
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\newblock Chroma: The AI-native open-source embedding database, 2024.
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\newblock Visual programming: Compositional visual reasoning without training.
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R.~K.~Keser, I.~Nallbani, N.~Çalik, A.~Ayanzadeh, and B.~U.~Töreyin.
\newblock Graph embedding for link prediction using residual variational graph autoencoders.
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\bibitem{nallbani2021resvgae}
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\newblock ResVGAE: Going Deeper with Residual Modules for Link Prediction.
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\newblock MM-ReAct: Prompting ChatGPT for multimodal reasoning and action.
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\bibitem{yao2023react}
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\bibitem{wang2023voyager}
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\newblock NavGPT: Explicit reasoning in vision-and-language navigation with large language models.
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\bibitem{liang2024discussnav}
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\newblock DiscussNav: Discussion improves zero-shot vision-and-language navigation via multi-expert consultation.
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M.~Shabani, S.~Lim, and Y.~Furukawa.
\newblock HouseDiffusion: Vector floorplan generation via a diffusion model with discrete and continuous denoising.
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\bibitem{fan2021floorplancad}
Z.~Fan, L.~Zhu, H.~Li, X.~Chen, S.~Zhu, and P.~Tan.
\newblock FloorPlanCAD: A large-scale CAD drawing dataset for panoptic symbol spotting.
\newblock In {\em Proc.\ ICCV}, 2021.

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\end{thebibliography}
