Paper Citation Record · LEDGER

Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection

As of 12 August 2026, this Paper Citation Record lists 42 of 42 outbound references and 0 inbound Pith citation observations for arXiv:2608.09706.

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

pith.paper-citation-record.v1
2608.09706 v1

Coverage vector

measured 42 of 42 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T12:22:03.710630Z

measured 42 of 42 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

42 of 42 outbound references displayed

verified exact4
verified fuzzy2
unresolved34
parse uncertain1
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d2660f69-9c42-4c37-945b-0c7b9603c2dd · outbound

This paper cites o nig, Adrian and B \.

Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection o nig, Adrian and B \

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-11T12:22:03.518283Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a3b8eccc-9339-4ff6-b1ba-41568391e343 · outbound

This paper cites Generating CAD Code with Vision-Language Models for 3D Designs.

Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection Generating CAD Code with Vision-Language Models for 3D Designs

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-11T12:22:03.524850Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation de42857a-8144-496b-b04f-da8a20419c42 · outbound

This paper cites 3D-PreMise: Can Large Language Models Generate 3D Shapes with Sharp Features and Parametric Control?.

Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection 3D-PreMise: Can Large Language Models Generate 3D Shapes with Sharp Features and Parametric Control?

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-11T12:22:03.529841Z

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Unavailable: canonical work link unavailable.

Observation 88ef16d9-dc4c-4e5c-a649-c141e9423c91 · outbound

This paper cites ArtiCAD: Articulated CAD Assembly Design via Multi-Agent Code Generation.

Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection ArtiCAD: Articulated CAD Assembly Design via Multi-Agent Code Generation

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-11T12:22:03.534256Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 185eb125-d62e-4fa4-99df-2b06c113e8ee · outbound

This paper cites MEDA : A Multi-Agent System for Parametric CAD Model Creation.

Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection MEDA : A Multi-Agent System for Parametric CAD Model Creation

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-11T12:22:03.539041Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 953961aa-8eb6-45cc-b122-5e12762ff02c · outbound

This paper cites CADSmith : Multi-Agent CAD Generation with Programmatic Geometric Validation.

Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection CADSmith : Multi-Agent CAD Generation with Programmatic Geometric Validation

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-11T12:22:03.543498Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 87263ce0-9794-49f7-9c08-151e6da6eebc · outbound

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

Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection MUSE: Benchmarking Manufacturable, Functional, and Assemblable Text-to-CAD Generation

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-11T12:22:03.547608Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ab9bf461-adbd-47e5-bcf9-e83e7e58e483 · outbound

This paper cites Query2CAD: Generating CAD models using natural language queries.

Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection Query2CAD: Generating CAD models using natural language queries

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-11T12:22:03.553138Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c7e2659-af12-4cf0-b39f-c9413f253de8 · outbound

This paper cites Seek-CAD : A Self-Refined Generative Modeling for 3D Parametric CAD Using Local Inference via DeepSeek.

Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection Seek-CAD : A Self-Refined Generative Modeling for 3D Parametric CAD Using Local Inference via DeepSeek

Reference 9

Resolution: verified exact; doi, observed 2026-08-11T12:22:04.387552Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation b0d8dc84-f993-412f-a0c0-ba25cb5bba3e · outbound

This paper cites and Lin, Dahua and Wetzstein, Gordon.

Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection and Lin, Dahua and Wetzstein, Gordon

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-11T12:22:03.561564Z

Source-reported events for the cited work

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Observation ebedefbf-78e7-4605-97a9-935588e8b385 · outbound

This paper cites and Company, Pedro.

Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection and Company, Pedro

Reference 12

Resolution: metadata mismatch; raw_fallback, observed 2026-08-11T12:22:04.823896Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 101765c0-8487-4a86-8c24-cda20f8ec53b · outbound

This paper cites Text-to-CAD Generation Through Infusing Visual Feedback in Large Language Models.

Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection Text-to-CAD Generation Through Infusing Visual Feedback in Large Language Models

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-11T12:22:03.574639Z

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Observation 9d7d3c62-4b00-4b45-9ac6-04ccddf880fb · outbound

This paper cites and Heyrani Nobari, Amin and Xu, Kai and Srivastava, Akash and Ahmed, Faez.

Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection and Heyrani Nobari, Amin and Xu, Kai and Srivastava, Akash and Ahmed, Faez

Reference 14

Resolution: verified exact; doi, observed 2026-08-11T12:22:04.277753Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 09152f56-aa72-42c6-983d-0036aa99503b · outbound

This paper cites CAD-Judge : Toward Efficient Morphological Grading and Verification for Text-to- CAD Generation.

Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection CAD-Judge : Toward Efficient Morphological Grading and Verification for Text-to- CAD Generation

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-11T12:22:03.583497Z

Source-reported events for the cited work

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Observation 43e08ac0-32b5-4fe5-804f-397cb07cea38 · outbound

This paper cites an unresolved cited work.

Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection Unresolved cited work

Reference 16

Resolution: parse uncertain; no resolver link, observed 2026-08-11T12:22:03.588432Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 184cb1d6-43be-40bd-a643-ee22c95e0d23 · outbound

This paper cites Self-Improving CAD Generation Agents with Finite Element Analysis as Feedback.

Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection Self-Improving CAD Generation Agents with Finite Element Analysis as Feedback

Reference 17

Resolution: verified exact; local_arxiv, observed 2026-08-11T12:22:04.172604Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 52c5f05f-4b67-4048-92af-62e94dcc29d0 · outbound

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

Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design

Reference 18

Resolution: verified exact; local_arxiv, observed 2026-08-11T12:22:04.153724Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 43f7a755-dddc-4f5b-a90d-fb3c44de89e5 · outbound

This paper cites Embodied CAD: Solver-Grounded LLM Agents for Parametric B-Rep Assembly Modeling.

Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection Embodied CAD: Solver-Grounded LLM Agents for Parametric B-Rep Assembly Modeling

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-11T12:22:03.601152Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4df999d8-05ac-4035-b3e4-97f9309564cd · outbound

This paper cites The Generative AI Paradox: "What It Can Create, It May Not Understand".

Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection The Generative AI Paradox: "What It Can Create, It May Not Understand"

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-11T12:22:03.605540Z

Source-reported events for the cited work

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Observation 44efc36e-2073-4b67-bc33-40f321e18c57 · outbound

This paper cites and Zhang, Hao and Gonzalez, Joseph E.

Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection and Zhang, Hao and Gonzalez, Joseph E

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-11T12:22:03.609835Z

Source-reported events for the cited work

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Observation 95096b28-6031-4f06-8dfe-0369633b8825 · outbound

This paper cites LLM Evaluators Recognize and Favor Their Own Generations.

Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection LLM Evaluators Recognize and Favor Their Own Generations

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-11T12:22:03.614942Z

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Observation 7ddca0fa-0c4c-40e8-9364-6d9a86efdf2f · outbound

This paper cites Scaling Laws for Reward Model Overoptimization.

Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection Scaling Laws for Reward Model Overoptimization

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-11T12:22:03.619218Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8e10be20-8d23-43d8-980a-995330101713 · outbound

This paper cites Self-Consistency Improves Chain of Thought Reasoning in Language Models.

Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection Self-Consistency Improves Chain of Thought Reasoning in Language Models

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-11T12:22:03.623404Z

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Unavailable: canonical work link unavailable.

Observation 470281ad-4590-4eac-82ce-6b640b3ab074 · outbound

This paper cites It's MBR All the Way Down: Modern Generation Techniques Through the Lens of Minimum B ayes Risk.

Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection It's MBR All the Way Down: Modern Generation Techniques Through the Lens of Minimum B ayes Risk

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-11T12:22:03.628439Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e669f8de-49af-4296-a816-555f2f2246f8 · outbound

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

Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection DeepCAD : A Deep Generative Network for Computer-Aided Design Models

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-11T12:22:03.633839Z

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Observation 2face607-a533-43e6-a6a0-94e7f1ddacb5 · outbound

This paper cites FlexCAD: Unified and Versatile Controllable CAD Generation with Fine-tuned Large Language Models.

Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection FlexCAD: Unified and Versatile Controllable CAD Generation with Fine-tuned Large Language Models

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-11T12:22:03.638695Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 017573a0-538f-4dcc-9d97-11c885545833 · outbound

This paper cites CAD-Llama : Leveraging Large Language Models for Computer-Aided Design Parametric 3 D Model Generation.

Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection CAD-Llama : Leveraging Large Language Models for Computer-Aided Design Parametric 3 D Model Generation

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-11T12:22:03.642957Z

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Unavailable: canonical work link unavailable.

Observation e1c7bc82-d602-44f9-919b-6717289e270a · outbound

This paper cites cadrille: Multi-modal CAD Reconstruction with Reinforcement Learning.

Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection cadrille: Multi-modal CAD Reconstruction with Reinforcement Learning

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-11T12:22:03.647598Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 298e35db-edf9-4f57-8fcb-0c5216f2f30b · outbound

This paper cites Tree of Thoughts: Deliberate Problem Solving with Large Language Models.

Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection Tree of Thoughts: Deliberate Problem Solving with Large Language Models

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-11T12:22:03.651690Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dd6fd369-1ad1-435f-8a78-83ce1e216a8e · outbound

This paper cites Minimum B ayes-Risk Decoding for Statistical Machine Translation.

Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection Minimum B ayes-Risk Decoding for Statistical Machine Translation

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:22:05.188530Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 629c3a9f-9465-4f34-9658-eabc86e210df · outbound

This paper cites Sampling-Based Approximations to Minimum B ayes Risk Decoding for Neural Machine Translation.

Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection Sampling-Based Approximations to Minimum B ayes Risk Decoding for Neural Machine Translation

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-11T12:22:03.660962Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a62750f0-6a25-4d6b-9634-15b468469a1d · outbound

This paper cites Natural Language to Code Translation with Execution.

Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection Natural Language to Code Translation with Execution

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-11T12:22:03.664920Z

Source-reported events for the cited work

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Observation b9a37153-3846-4a1e-a9fb-b4e1c1381af8 · outbound

This paper cites Universal Self-Consistency for Large Language Model Generation.

Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection Universal Self-Consistency for Large Language Model Generation

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-11T12:22:03.669766Z

Source-reported events for the cited work

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Observation 34fd89a2-2665-4e54-8e94-0c7bf2665332 · outbound

This paper cites Large Language Monkeys: Scaling Inference Compute with Repeated Sampling.

Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection Large Language Monkeys: Scaling Inference Compute with Repeated Sampling

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-11T12:22:03.674098Z

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Observation ecfcc49b-842a-4f2b-9c5c-f3039ef7b9b2 · outbound

This paper cites and Dupont, Elona and Mallis, Dimitrios and Cherenkova, K.

Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection and Dupont, Elona and Mallis, Dimitrios and Cherenkova, K

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-11T12:22:03.678408Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 80e8349b-e27e-4a53-a5ff-dcc35b2450d1 · outbound

This paper cites Competition-Level Code Generation with AlphaCode.

Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection Competition-Level Code Generation with AlphaCode

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-11T12:22:03.682505Z

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Observation 82286231-01d0-4ffe-9e27-38888a901445 · outbound

This paper cites and Stricker, Didier and Ali, Sk Aziz and Afzal, Muhammad Zeshan.

Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection and Stricker, Didier and Ali, Sk Aziz and Afzal, Muhammad Zeshan

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-11T12:22:03.686995Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4fcb3a1d-a2ee-44be-a378-dd4e83a51860 · outbound

This paper cites Text-to-CadQuery: A New Paradigm for CAD Generation with Scalable Large Model Capabilities.

Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection Text-to-CadQuery: A New Paradigm for CAD Generation with Scalable Large Model Capabilities

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-11T12:22:03.691555Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8be8e142-2dcf-4a59-9df4-ef7fa2b89bbe · outbound

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

Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection CAD-Coder: Text-to-CAD Generation with Chain-of-Thought and Geometric Reward

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-11T12:22:03.696572Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 91bc0c79-3212-4039-9da2-30054268620f · outbound

This paper cites 2026 , publisher=.

Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection 2026 , publisher=

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:22:05.166208Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation a9b7e9f4-cc14-4eee-9331-781362d45ab7 · outbound

This paper cites Towards High-Fidelity CAD Generation via LLM-Driven Program Generation and Text-Based B-Rep Primitive Grounding.

Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection Towards High-Fidelity CAD Generation via LLM-Driven Program Generation and Text-Based B-Rep Primitive Grounding

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-11T12:22:03.705621Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b4df3548-b971-450c-b474-643cf6904ef1 · outbound

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

Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection Text2CAD-Bench: A Benchmark for LLM-based Text-to-Parametric CAD Generation

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-11T12:22:03.710630Z

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Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.