Paper Citation Record · LEDGER

A Solver-Aided Hierarchical Language for LLM-Driven CAD Design

As of 8 August 2026, this Paper Citation Record lists 53 of 53 outbound references and 1 inbound Pith citation observation for arXiv:2502.09819.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2502.09819 v1

Coverage vector

measured 53 of 53 reference resolution

Typed states for the displayed outbound observations.

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measured 54 of 54 standing notices

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Pith citing papers itemized under the disclosed page cap.

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Source: cited_works

Reference resolution

53 of 53 outbound references displayed

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External citation measurements

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Outbound references

Observation 82f6fd50-c77a-4bd1-88e3-a48115f4515f · outbound

This paper cites write newline.

A Solver-Aided Hierarchical Language for LLM-Driven CAD Design write newline

Reference 1

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Observation 827b6c88-fd1e-4127-b746-184c7343ee11 · outbound

This paper cites VageeshD, Arun Shankar Iyer, Suresh Parthasarathy, S.

A Solver-Aided Hierarchical Language for LLM-Driven CAD Design VageeshD, Arun Shankar Iyer, Suresh Parthasarathy, S

Reference 2

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Observation 925221b9-3c03-416f-b8a5-ea044c5608a1 · outbound

This paper cites Sparks of Artificial General Intelligence: Early experiments with GPT-4.

A Solver-Aided Hierarchical Language for LLM-Driven CAD Design Sparks of Artificial General Intelligence: Early experiments with GPT-4

Reference 3

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Observation d85b93d7-c371-41e9-800a-fde4e4872768 · outbound

This paper cites Cadquery.

A Solver-Aided Hierarchical Language for LLM-Driven CAD Design Cadquery

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T20:26:20.966181Z

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Observation 7672cc84-8d80-443d-8234-7fcdbfe44006 · outbound

This paper cites A lineage-based referencing dsl for computer-aided design.

A Solver-Aided Hierarchical Language for LLM-Driven CAD Design A lineage-based referencing dsl for computer-aided design

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T20:26:20.953551Z

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Observation 150f9eb2-c244-43cc-9949-8819e0788146 · outbound

This paper cites Self-collaboration Code Generation via ChatGPT.

A Solver-Aided Hierarchical Language for LLM-Driven CAD Design Self-collaboration Code Generation via ChatGPT

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T20:26:17.435765Z

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Observation 0988aae5-df3e-4c72-bdac-7ca01b809917 · outbound

This paper cites InverseCSG : Automatic Conversion of 3D Models to CSG Trees.

A Solver-Aided Hierarchical Language for LLM-Driven CAD Design InverseCSG : Automatic Conversion of 3D Models to CSG Trees

Reference 7

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Observation ccbf5c4f-b14a-453f-86bb-f0b92bec71e7 · outbound

This paper cites Learning to Infer Graphics Programs from Hand-Drawn Images.

A Solver-Aided Hierarchical Language for LLM-Driven CAD Design Learning to Infer Graphics Programs from Hand-Drawn Images

Reference 8

Resolution: verified exact; local_arxiv, observed 2026-08-07T20:26:20.436179Z

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Observation 2c7c494f-d090-43f3-9486-51c6a1f18629 · outbound

This paper cites Learning to Infer Graphics Programs from Hand - Drawn Images.

A Solver-Aided Hierarchical Language for LLM-Driven CAD Design Learning to Infer Graphics Programs from Hand - Drawn Images

Reference 9

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Observation f04e18d7-705d-4437-84ed-4b4854c322c8 · outbound

This paper cites Computer- Aided Design as Language.

A Solver-Aided Hierarchical Language for LLM-Driven CAD Design Computer- Aided Design as Language

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T20:26:20.940540Z

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Observation 5da74cb3-5428-414d-a9ed-1a819e73b6cb · outbound

This paper cites Code Llama: Open Foundation Models for Code.

A Solver-Aided Hierarchical Language for LLM-Driven CAD Design Code Llama: Open Foundation Models for Code

Reference 11

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Observation d294b6e2-44ba-4afe-b11d-7f31d0d43dcd · outbound

This paper cites ComplexGen : CAD reconstruction by B -rep chain complex generation.

A Solver-Aided Hierarchical Language for LLM-Driven CAD Design ComplexGen : CAD reconstruction by B -rep chain complex generation

Reference 12

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A Solver-Aided Hierarchical Language for LLM-Driven CAD Design Unresolved cited work

Reference 13

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This paper cites Kim, and Adriana Schulz.

A Solver-Aided Hierarchical Language for LLM-Driven CAD Design Kim, and Adriana Schulz

Reference 14

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Observation 3b8941db-5223-4e8b-bb82-474d25f0ee45 · outbound

This paper cites Shapeassembly: Learning to generate programs for 3d shape structure synthesis.

A Solver-Aided Hierarchical Language for LLM-Driven CAD Design Shapeassembly: Learning to generate programs for 3d shape structure synthesis

Reference 15

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Observation 646b94b3-a225-4ecb-8418-47a768726674 · outbound

This paper cites Cad-signet: Cad language inference from point clouds using layer-wise sketch instance guided attention.

A Solver-Aided Hierarchical Language for LLM-Driven CAD Design Cad-signet: Cad language inference from point clouds using layer-wise sketch instance guided attention

Reference 16

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Observation d9a729f5-da41-4f27-9dff-e32c99d339c0 · outbound

This paper cites ABC : A Big CAD Model Dataset for Geometric Deep Learning.

A Solver-Aided Hierarchical Language for LLM-Driven CAD Design ABC : A Big CAD Model Dataset for Geometric Deep Learning

Reference 17

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Observation f0408458-cd4d-41ca-8a2c-a1784b11d7e0 · outbound

This paper cites Reconstructing editable prismatic CAD from rounded voxel models.

A Solver-Aided Hierarchical Language for LLM-Driven CAD Design Reconstructing editable prismatic CAD from rounded voxel models

Reference 18

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A Solver-Aided Hierarchical Language for LLM-Driven CAD Design Unresolved cited work

Reference 19

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Observation db189a0b-3aa8-4abc-9be8-d4be42da4417 · outbound

This paper cites SECAD-Net: Self-Supervised CAD Reconstruction by Learning Sketch-Extrude Operations.

A Solver-Aided Hierarchical Language for LLM-Driven CAD Design SECAD-Net: Self-Supervised CAD Reconstruction by Learning Sketch-Extrude Operations

Reference 20

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This paper cites Sfmcad: Unsupervised cad reconstruction by learning sketch-based feature modeling operations.

A Solver-Aided Hierarchical Language for LLM-Driven CAD Design Sfmcad: Unsupervised cad reconstruction by learning sketch-based feature modeling operations

Reference 21

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Observation e9561e36-e65a-4229-a115-de0b81bb5662 · outbound

This paper cites StarCoder: may the source be with you!.

A Solver-Aided Hierarchical Language for LLM-Driven CAD Design StarCoder: may the source be with you!

Reference 22

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Observation c39450b0-39dd-4675-9c84-7143203b3b7e · outbound

This paper cites Point2cad: Reverse engineering cad models from 3d point clouds.

A Solver-Aided Hierarchical Language for LLM-Driven CAD Design Point2cad: Reverse engineering cad models from 3d point clouds

Reference 23

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This paper cites StarCoder 2 and The Stack v2: The Next Generation.

A Solver-Aided Hierarchical Language for LLM-Driven CAD Design StarCoder 2 and The Stack v2: The Next Generation

Reference 24

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This paper cites WizardCoder: Empowering Code Large Language Models with Evol-Instruct.

A Solver-Aided Hierarchical Language for LLM-Driven CAD Design WizardCoder: Empowering Code Large Language Models with Evol-Instruct

Reference 25

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This paper cites Draw step by step: Reconstructing cad construction sequences from point clouds via multimodal diffusion.

A Solver-Aided Hierarchical Language for LLM-Driven CAD Design Draw step by step: Reconstructing cad construction sequences from point clouds via multimodal diffusion

Reference 26

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This paper cites How Can Large Language Models Help Humans in Design and Manufacturing?.

A Solver-Aided Hierarchical Language for LLM-Driven CAD Design How Can Large Language Models Help Humans in Design and Manufacturing?

Reference 27

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This paper cites Toward programming languages for reasoning: Humans, symbolic systems, and ai agents.

A Solver-Aided Hierarchical Language for LLM-Driven CAD Design Toward programming languages for reasoning: Humans, symbolic systems, and ai agents

Reference 28

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Observation a6fa358c-4a56-45d8-b968-1d63d9f4cee5 · outbound

This paper cites Dag amendment for inverse control of parametric shapes.

A Solver-Aided Hierarchical Language for LLM-Driven CAD Design Dag amendment for inverse control of parametric shapes

Reference 29

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This paper cites Synthesizing structured cad models with equality saturation and inverse transformations.

A Solver-Aided Hierarchical Language for LLM-Driven CAD Design Synthesizing structured cad models with equality saturation and inverse transformations

Reference 30

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This paper cites OpenCascade , February 2021.

A Solver-Aided Hierarchical Language for LLM-Driven CAD Design OpenCascade , February 2021

Reference 32

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Observation 86cba119-db0f-4b85-a29b-7379a5b50a77 · outbound

This paper cites Featurescript.

A Solver-Aided Hierarchical Language for LLM-Driven CAD Design Featurescript

Reference 33

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Observation c1554d12-9196-4f30-98df-4ac29494fb59 · outbound

This paper cites Sketchgen: Generating constrained cad sketches.

A Solver-Aided Hierarchical Language for LLM-Driven CAD Design Sketchgen: Generating constrained cad sketches

Reference 35

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Observation 90165a13-8799-48ec-895b-548b4dd90197 · outbound

This paper cites GeoCode: Interpretable Shape Programs.

A Solver-Aided Hierarchical Language for LLM-Driven CAD Design GeoCode: Interpretable Shape Programs

Reference 36

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This paper cites ExtrudeNet: Unsupervised Inverse Sketch-and-Extrude for Shape Parsing.

A Solver-Aided Hierarchical Language for LLM-Driven CAD Design ExtrudeNet: Unsupervised Inverse Sketch-and-Extrude for Shape Parsing

Reference 37

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Observation 12476821-2863-45d9-8205-864429d4705b · outbound

This paper cites Vitruvion: A Generative Model of Parametric CAD Sketches.

A Solver-Aided Hierarchical Language for LLM-Driven CAD Design Vitruvion: A Generative Model of Parametric CAD Sketches

Reference 38

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This paper cites Generalized Planning in PDDL Domains with Pretrained Large Language Models.

A Solver-Aided Hierarchical Language for LLM-Driven CAD Design Generalized Planning in PDDL Domains with Pretrained Large Language Models

Reference 39

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This paper cites SolveSpace , November 2022.

A Solver-Aided Hierarchical Language for LLM-Driven CAD Design SolveSpace , November 2022

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T20:26:20.743659Z

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Reference 41

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Reference 42

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Observation b67553a7-c0b8-4152-8974-28f34adfaac6 · outbound

This paper cites Willis, Pradeep Kumar Jayaraman, Hang Chu, Yunsheng Tian, Yifei Li, Daniele Grandi, Aditya Sanghi, Linh Tran, Joseph G.

A Solver-Aided Hierarchical Language for LLM-Driven CAD Design Willis, Pradeep Kumar Jayaraman, Hang Chu, Yunsheng Tian, Yifei Li, Daniele Grandi, Aditya Sanghi, Linh Tran, Joseph G

Reference 43

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Observation ba99107c-8257-4734-a475-ca09e90fc452 · outbound

This paper cites Deepcad: A deep generative network for computer-aided design models.

A Solver-Aided Hierarchical Language for LLM-Driven CAD Design Deepcad: A deep generative network for computer-aided design models

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T20:26:20.728842Z

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Observation 6fe79ae9-7e02-4bb2-b0c3-58d2e95c6f50 · outbound

This paper cites DeepCAD : A Deep Generative Network for Computer - Aided Design Models.

A Solver-Aided Hierarchical Language for LLM-Driven CAD Design DeepCAD : A Deep Generative Network for Computer - Aided Design Models

Reference 45

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Observation 6f2de00a-c499-4ee0-b2fb-b160873562f3 · outbound

This paper cites WizardLM: Empowering large pre-trained language models to follow complex instructions.

A Solver-Aided Hierarchical Language for LLM-Driven CAD Design WizardLM: Empowering large pre-trained language models to follow complex instructions

Reference 46

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Reference 47

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Observation 5b39ed33-0fa6-49b6-9f05-563291669743 · outbound

This paper cites Brepgen: A b-rep generative diffusion model with structured latent geometry.

A Solver-Aided Hierarchical Language for LLM-Driven CAD Design Brepgen: A b-rep generative diffusion model with structured latent geometry

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T20:26:20.702096Z

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Observation 79448b6e-d5ff-4509-b252-a28710100d2e · outbound

This paper cites Capri-net: Learning compact cad shapes with adaptive primitive assembly.

A Solver-Aided Hierarchical Language for LLM-Driven CAD Design Capri-net: Learning compact cad shapes with adaptive primitive assembly

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T20:26:20.688249Z

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Observation 1399e6e4-55da-47f3-8739-d9a6e4973c99 · outbound

This paper cites Unifying the perspectives of NLP and software engineering: A survey on language models for code.

A Solver-Aided Hierarchical Language for LLM-Driven CAD Design Unifying the perspectives of NLP and software engineering: A survey on language models for code

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T20:26:20.673777Z

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e9972b1a-f267-4c5b-84c5-57b2e5a43a0e · outbound

This paper cites @esa (Ref.

A Solver-Aided Hierarchical Language for LLM-Driven CAD Design @esa (Ref

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-07T20:26:17.639948Z

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Observation 3b68a274-d949-48ae-a3e0-ddcb14677e18 · outbound

This paper cites an unresolved cited work.

A Solver-Aided Hierarchical Language for LLM-Driven CAD Design Unresolved cited work

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-07T20:26:17.645085Z

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Observation 9b783679-1d4b-443e-80e8-24f550411be5 · outbound

This paper cites LLMs may be okay at getting syntax correct but they are especially bad at spatial reasoning.

A Solver-Aided Hierarchical Language for LLM-Driven CAD Design LLMs may be okay at getting syntax correct but they are especially bad at spatial reasoning

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-07T20:26:17.649606Z

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Pith citing papers

Observation fe99df47-86ad-4627-a0ff-fb3d15b08884 · inbound

BrepLLM: Enabling Large Language Models to Understand Boundary Representations cites this paper.

BrepLLM: Enabling Large Language Models to Understand Boundary Representations A Solver-Aided Hierarchical Language for LLM-Driven CAD Design

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-03T15:37:20.083481Z

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