Paper Citation Record · LEDGER

Text-to-CAD Generation Through Infusing Visual Feedback in Large Language Models

As of 10 August 2026, this Paper Citation Record lists 12 of 12 outbound references and 13 inbound Pith citation observations for arXiv:2501.19054.

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

pith.paper-citation-record.v1
2501.19054 v3

Coverage vector

measured 12 of 12 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-09T21:33:48.148697Z

measured 25 of 25 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 13 of 13 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:17:59.923836Z

measured 1 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: pith, observed 2026-08-05T02:28:24.338817Z

Reference resolution

12 of 12 outbound references displayed

verified exact2
verified fuzzy3
unresolved6
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

0
pith, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation f709c285-17f2-4b79-8137-e4fa45395ab2 · outbound

This paper cites The original outcome is computed between distributions and the new one is the accurate, pairwise result.

Text-to-CAD Generation Through Infusing Visual Feedback in Large Language Models The original outcome is computed between distributions and the new one is the accurate, pairwise result

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T21:33:48.761928Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 83c6152b-ece8-449b-908e-f9a0dfb3763e · outbound

This paper cites an unresolved cited work.

Text-to-CAD Generation Through Infusing Visual Feedback in Large Language Models Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-09T21:33:48.745166Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 6860da3b-d9e4-48c2-8119-a15d3d7a1e13 · outbound

This paper cites Below is a description of a 3D shape:\n 2{description}\n 3Generate a Computer-Aided Design (CAD) command sequence of the 3D shape:\n.

Text-to-CAD Generation Through Infusing Visual Feedback in Large Language Models Below is a description of a 3D shape:\n 2{description}\n 3Generate a Computer-Aided Design (CAD) command sequence of the 3D shape:\n

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T21:33:48.833375Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation aa31c3e4-3daa-4593-a507-9c3b6c14fb7e · outbound

This paper cites an unresolved cited work.

Text-to-CAD Generation Through Infusing Visual Feedback in Large Language Models Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-09T21:33:48.814652Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 7720381f-1e01-48e3-b4e9-e0b27b035d55 · outbound

This paper cites an unresolved cited work.

Text-to-CAD Generation Through Infusing Visual Feedback in Large Language Models Unresolved cited work

Reference 52

Resolution: unresolved; raw_fallback, observed 2026-08-09T21:33:48.796183Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 61bc98bc-2835-421b-803c-c78541d8dc73 · outbound

This paper cites The 3D shape consists of a combination of a rectangular prism and a triangular prism, and the shape resembles a house.

Text-to-CAD Generation Through Infusing Visual Feedback in Large Language Models The 3D shape consists of a combination of a rectangular prism and a triangular prism, and the shape resembles a house

Reference 63

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T21:33:48.779798Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 54a38cab-be03-4d87-b265-44da56e027ff · outbound

This paper cites The 3D shape spells.

Text-to-CAD Generation Through Infusing Visual Feedback in Large Language Models The 3D shape spells

Reference 148

Resolution: verified exact; arxiv_id_nonexistent, observed 2026-08-09T21:33:48.424156Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d82b16b2-584a-4fd9-bcda-bed9441f8457 · outbound

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

Text-to-CAD Generation Through Infusing Visual Feedback in Large Language Models How Can Large Language Models Help Humans in Design and Manufacturing?

Reference 153

Resolution: unresolved; no resolver link, observed 2026-08-09T21:33:47.959974Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d0864f78-af14-4c7d-8576-3727fde3f252 · outbound

This paper cites URL https: //doi.org/10.1145/3272127.3275006.

Text-to-CAD Generation Through Infusing Visual Feedback in Large Language Models URL https: //doi.org/10.1145/3272127.3275006

Reference 301

Resolution: verified exact; arxiv_id_nonexistent, observed 2026-08-09T21:33:48.728550Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation beede647-0ded-48ea-995c-53d5ce4e568f · outbound

This paper cites A Survey of Large Language Models.

Text-to-CAD Generation Through Infusing Visual Feedback in Large Language Models A Survey of Large Language Models

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-09T21:33:48.016380Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 32ebb599-e119-4f3b-936f-db9a6d0b6792 · outbound

This paper cites Direct Preference Optimization: Your Language Model is Secretly a Reward Model.

Text-to-CAD Generation Through Infusing Visual Feedback in Large Language Models Direct Preference Optimization: Your Language Model is Secretly a Reward Model

Reference 8763

Resolution: malformed identifier; no resolver link, observed 2026-08-09T21:33:47.991790Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cd61792b-5f44-45ad-bbc7-03cd8a8c034c · outbound

This paper cites Featured Certification.

Text-to-CAD Generation Through Infusing Visual Feedback in Large Language Models Featured Certification

Reference 8856

Resolution: unresolved; no resolver link, observed 2026-08-09T21:33:47.953766Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation d3d152ef-fabd-4b6a-b8f6-70a03c963b15 · inbound

Automated CAD Modeling Sequence Generation from Text Descriptions via Transformer-Based Large Language Models cites this paper.

Automated CAD Modeling Sequence Generation from Text Descriptions via Transformer-Based Large Language Models Text-to-CAD Generation Through Infusing Visual Feedback in Large Language Models

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-07T14:17:59.923836Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 46da1772-8fab-4141-9740-63bfeab07c54 · inbound

CAD-Coder: Text-to-CAD Generation with Chain-of-Thought and Geometric Reward cites this paper.

CAD-Coder: Text-to-CAD Generation with Chain-of-Thought and Geometric Reward Text-to-CAD Generation Through Infusing Visual Feedback in Large Language Models

Reference 29

Resolution: verified exact; arxiv_id, observed 2026-05-19T14:12:22.514055Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation cb510fc1-6018-45f1-bddf-1e0bbfaf771a · inbound

UORA: Uniform Orthogonal Reinitialization Adaptation in Parameter-Efficient Fine-Tuning of Large Models cites this paper.

UORA: Uniform Orthogonal Reinitialization Adaptation in Parameter-Efficient Fine-Tuning of Large Models Text-to-CAD Generation Through Infusing Visual Feedback in Large Language Models

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-07T14:04:38.384837Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 91f9441a-ccd4-4aea-8647-a4d025f4db31 · inbound

neuralCAD-Edit: An Expert Benchmark for Multimodal-Instructed 3D CAD Model Editing cites this paper.

neuralCAD-Edit: An Expert Benchmark for Multimodal-Instructed 3D CAD Model Editing Text-to-CAD Generation Through Infusing Visual Feedback in Large Language Models

Reference 51

Resolution: verified exact; arxiv_id, observed 2026-05-10T09:13:29.733080Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 41ae6b31-c54c-4f2c-afec-b0804a8b2e0e · inbound

Text2CAD-Bench: A Benchmark for LLM-based Text-to-Parametric CAD Generation cites this paper.

Text2CAD-Bench: A Benchmark for LLM-based Text-to-Parametric CAD Generation Text-to-CAD Generation Through Infusing Visual Feedback in Large Language Models

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-05-20T12:53:17.747323Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 5c89402c-6aea-4430-8cdd-ff73e83a6a1b · inbound

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design cites this paper.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design Text-to-CAD Generation Through Infusing Visual Feedback in Large Language Models

Reference 81

Resolution: verified exact; arxiv_id, observed 2026-05-20T05:58:04.785017Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 7d02fb00-711e-459a-95b7-323ad21bba95 · inbound

Memory-Augmented Reinforcement Learning Agent for CAD Generation cites this paper.

Memory-Augmented Reinforcement Learning Agent for CAD Generation Text-to-CAD Generation Through Infusing Visual Feedback in Large Language Models

Reference 72

Resolution: verified exact; arxiv_id, observed 2026-05-20T05:18:03.003936Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 6ef22b22-4c5d-424e-b613-7f38ce2ecbef · inbound

MUSE: Benchmarking Manufacturable, Functional, and Assemblable Text-to-CAD Generation cites this paper.

MUSE: Benchmarking Manufacturable, Functional, and Assemblable Text-to-CAD Generation Text-to-CAD Generation Through Infusing Visual Feedback in Large Language Models

Reference 29

Resolution: verified exact; arxiv_id, observed 2026-06-29T12:03:24.460442Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c357dd36-40f8-4a7a-b959-99ac57bed22b · inbound

BRepCLIP: Contrastive Multimodal Pretraining on BRep Primitives for CAD Understanding cites this paper.

BRepCLIP: Contrastive Multimodal Pretraining on BRep Primitives for CAD Understanding Text-to-CAD Generation Through Infusing Visual Feedback in Large Language Models

Reference 36

Resolution: verified exact; arxiv_id, observed 2026-07-02T08:26:48.368002Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d32cf52b-6501-4121-b92d-9e354eb788a1 · inbound

FllumaOne: A Code-Native Multimodal CAD Dataset with Executable Programs and Kernel-Validated Feature Histories cites this paper.

FllumaOne: A Code-Native Multimodal CAD Dataset with Executable Programs and Kernel-Validated Feature Histories Text-to-CAD Generation Through Infusing Visual Feedback in Large Language Models

Reference 30

Resolution: verified exact; arxiv_id, observed 2026-07-03T20:58:58.353516Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 0b70b462-31f5-4288-881f-11a4ce31dab7 · inbound

BIM-Edit: Benchmarking Large Language Models for IFC-Based Building Information Modeling cites this paper.

BIM-Edit: Benchmarking Large Language Models for IFC-Based Building Information Modeling Text-to-CAD Generation Through Infusing Visual Feedback in Large Language Models

Reference 38

Resolution: verified exact; arxiv_id, observed 2026-07-04T03:49:29.763087Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f4b61375-235d-4f71-8e3e-83135eca6f0e · inbound

ArtisanCAD: An Industrial-Level CAD Agent with Expert-Grounded Knowledge Distillation cites this paper.

ArtisanCAD: An Industrial-Level CAD Agent with Expert-Grounded Knowledge Distillation Text-to-CAD Generation Through Infusing Visual Feedback in Large Language Models

Reference 17

Resolution: verified exact; local_arxiv, observed 2026-07-11T02:37:46.647120Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 69dad128-5228-4e1b-b76b-b61fcf3a60c4 · inbound

Nova3D: Code-Native Generation of Programmable 3D Assets cites this paper.

Nova3D: Code-Native Generation of Programmable 3D Assets Text-to-CAD Generation Through Infusing Visual Feedback in Large Language Models

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-01T10:09:26.630055Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.