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Paper Citation Record · LEDGER

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers

As of 22 August 2026, this Paper Citation Record lists 100 of 104 outbound references and 7 inbound Pith citation observations for arXiv:2412.13810.

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

pith.paper-citation-record.v1
2412.13810 v3

Coverage vector

measured 100 of 104 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T12:52:15.322315Z

measured 107 of 107 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 7 of 7 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:34:18.576470Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-10T06:15:00.866473Z

Reference resolution

100 of 104 outbound references displayed

  • verified exact0
  • verified fuzzy58
  • unresolved42
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 9e6ce6e2-9f6b-4c69-85d1-603773943d6f · outbound

This paper cites Flamingo: a visual language model for few-shot learning.NeurIPS, 2022.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Flamingo: a visual language model for few-shot learning.NeurIPS, 2022

Reference 1

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source=pdf_text observed=2026-08-11T12:52:14.800856Z digest=sha256:ab039c5647cec2dc028d6177de897d3b22ec8ef3e23a4a29ba70085ae2b2d18f

Observation 90a13b00-940c-4f77-a87b-bc0866b6ed83 · outbound

This paper cites Generating cad code with vision-language models for 3d designs.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Generating cad code with vision-language models for 3d designs

Reference 2

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source=pdf_text observed=2026-08-11T12:52:14.806968Z digest=sha256:e88378b862574e01369659b0e6b759e768a76c4cc543489e2a018828659c1e47

Observation 71e1fd3b-e1e8-4449-a0ef-a36960c00688 · outbound

This paper cites Introducing the next generation of claude.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Introducing the next generation of claude

Reference 3

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source=pdf_text observed=2026-08-11T12:52:14.812050Z digest=sha256:9eb2e95527e3834a5acb0df3d76b60b98f740f7c2444bae376ff6e8817a62cdc

Observation 73434793-d5df-4a8a-af59-67ba1ccda8f7 · outbound

This paper cites Query2cad: Generating cad models using natural language queries.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Query2cad: Generating cad models using natural language queries

Reference 4

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:52:14.817186Z digest=sha256:ec9bc38bc4af1d9c59cbe5814964b95c979829fcdad10bfc722d614349115e1a

Observation ec5a02da-6aa8-4562-8760-fb031f903c28 · outbound

This paper cites Comparing 3d cad models: uses, methods, tools and perspec- tives.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Comparing 3d cad models: uses, methods, tools and perspec- tives

Reference 5

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:52:14.821945Z digest=sha256:9caafcb07281b79ef357092d5bbd6713a09a2414a092d4f4c90de2613d066993

Observation f35c13d1-83e8-4871-8c60-d307e762ed8d · outbound

This paper cites Re- verse engineering modeling methods and tools: a survey.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Re- verse engineering modeling methods and tools: a survey

Reference 6

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:52:14.827191Z digest=sha256:1f8793337ca1d8fdf61a62a04cc91fcc9cf1c4136867955bf15c635ae76a71a2

Observation afcbafbe-952d-4073-89b2-ac5b54b62470 · outbound

This paper cites Large language models as tool makers.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Large language models as tool makers

Reference 7

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:52:14.832277Z digest=sha256:7be8194b31410802ecfb5405fe0dc1994c68d7f0f0ed83ea6ee70f062f60e29a

Observation a9a10908-b0f7-47b8-ad88-a25026e57637 · outbound

This paper cites Emerg- ing properties in self-supervised vision transformers.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Emerg- ing properties in self-supervised vision transformers

Reference 8

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:52:14.837014Z digest=sha256:a2ef163a2f2c5df4e46277fc0ae3a0aad93861d0328cf16f7e39e84c53518920

Observation 239255cd-84fd-4b57-8abc-fc2204c7b9c1 · outbound

This paper cites Sepicnet: Sharp edges recovery by parametric inference of curves in 3d shapes.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Sepicnet: Sharp edges recovery by parametric inference of curves in 3d shapes

Reference 9

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:52:14.842157Z digest=sha256:52ba24e2ccdf38a8021871de72119dfe6b8cc3c0a834fa325c01f2c7d69e039c

Observation bc2f5c85-39c4-41e8-b69f-1a9f1563c7d4 · outbound

This paper cites Training verifiers to solve math word problems.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Training verifiers to solve math word problems

Reference 10

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:52:14.848105Z digest=sha256:f278824dbdc4113a37493ac53df68fb03f62357e8d6d23a292c785ac23ba1a75

Observation 75934441-eb42-49ad-8a1e-4a0b464a5e87 · outbound

This paper cites Freecad, 2024.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Freecad, 2024

Reference 11

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source=pdf_text observed=2026-08-11T12:52:14.854720Z digest=sha256:83d8fd9726a75a2c739356078f2038ac00edc32fcd6fb431bec4e261e6df74e1

Observation 8883a779-4df4-40a6-a80c-363fe2f55b32 · outbound

This paper cites an unresolved cited work.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Unresolved cited work

Reference 12

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:52:14.861641Z digest=sha256:2911be6ececa1846857c2eb31dae508c8c396bfd2123a80967afdff2513d373f

Observation 01f1cfb7-2746-4289-ad5e-21a3cd685929 · outbound

This paper cites Transcad: A hi- erarchical transformer for cad sequence inference from point clouds.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Transcad: A hi- erarchical transformer for cad sequence inference from point clouds

Reference 13

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:52:14.868267Z digest=sha256:5671e384f56474ad0d1be6f0637e70985284f6f582863694c97b1cf40752f167

Observation 9b03614c-5c45-4232-b6a0-a09b36795eb1 · outbound

This paper cites Sengamedu, and Christos Faloutsos.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Sengamedu, and Christos Faloutsos

Reference 14

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:52:14.873528Z digest=sha256:1d233e29c9a7675d8e8c5b97a738177747cf1f1a5a599e146c4be9416efc1e05

Observation 7efdf39c-6f81-4966-9642-15d68c3407dc · outbound

This paper cites The oca file format.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers The oca file format

Reference 15

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no resolver link, observed 2026-08-11T12:52:14.878915Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:52:14.878915Z digest=sha256:6fbb6e9c0c519224779bef8d0ca1ea13c47376ca9ad6d91fb58e57bfb3417019

Observation b004f221-8e4e-428b-b334-6a05db986f05 · outbound

This paper cites Visual pro- gramming: Compositional visual reasoning without training.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Visual pro- gramming: Compositional visual reasoning without training

Reference 16

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no resolver link, observed 2026-08-11T12:52:14.884061Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:52:14.884061Z digest=sha256:63f60632879fbf43502cfb92e4f2eadd9d219591d0a69c020d968a12ab0ccca4

Observation 4c0ea906-b5ff-43f5-ac80-8a55e0af127d · outbound

This paper cites Mv2cyl: Reconstructing 3d extrusion cylin- ders from multi-view images.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Mv2cyl: Reconstructing 3d extrusion cylin- ders from multi-view images

Reference 17

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:52:14.888851Z digest=sha256:5866ac59bdf886a7415d80a37eb6df7a7e3f552138c4b8af3099aed9c48a34bd

Observation 2ff4a862-ad36-4792-8611-97217b6801da · outbound

This paper cites Ratner, Chen-Yu Lee, Ranjay Krishna, and Tomas Pfister.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Ratner, Chen-Yu Lee, Ranjay Krishna, and Tomas Pfister

Reference 18

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source=pdf_text observed=2026-08-11T12:52:14.894077Z digest=sha256:b56acdf09c0f784e95e47150f9e7067f635879eadc21de0e4685e39c05412604

Observation 8b8d9b66-0973-4ad8-a521-b935c3223f8e · outbound

This paper cites Zettlemoyer, Noah A.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Zettlemoyer, Noah A

Reference 19

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-11T12:52:14.898890Z digest=sha256:439e05bd5e547016c7b37ee8baf7c4369cc769b33d582a5bd8a64ca5da948394

Observation 47faf5dc-d188-440f-9716-4140f2d9a969 · outbound

This paper cites Dxf reference, 2012.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Dxf reference, 2012

Reference 20

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-11T12:52:14.903429Z digest=sha256:e9a885f3376131690a236a1ddb2c2a7ad8e9029a93a36883b7e5a628e991b29f

Observation e789d796-88fb-4237-bc81-f2ee655664fa · outbound

This paper cites Davinci: A single-stage architecture for constrained cad sketch inference.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Davinci: A single-stage architecture for constrained cad sketch inference

Reference 21

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no resolver link, observed 2026-08-11T12:52:14.907873Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:52:14.907873Z digest=sha256:0bb55589f3084e0cd8b9e2f5d2895b9a44c28b9c2b8b917f432c90134ea6e450

Observation 40e592ea-d3d8-4a21-b8e0-0881647130de · outbound

This paper cites Pi- casso: A feed-forward framework for parametric inference of cad sketches via rendering self-supervision.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Pi- casso: A feed-forward framework for parametric inference of cad sketches via rendering self-supervision

Reference 22

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:52:14.912101Z digest=sha256:34e9aba60325da91758fce78a0ba2418b6328fefc6a3f1f07430c48c05c19b84

Observation d3c8505b-507c-40af-bc7c-28a4f5d6ae5e · outbound

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

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Cad-signet: Cad language inference from point clouds us- ing layer-wise sketch instance guided attention

Reference 23

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source=pdf_text observed=2026-08-11T12:52:14.916950Z digest=sha256:a8a0eae75800f9ada20f2e2f0479a1b3b931479d117d35fd512a4ed3781cd803

Observation 91ccd851-a3d5-4ce6-922d-7632627d99eb · outbound

This paper cites Querycad: Grounded question answering for cad mod- els.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Querycad: Grounded question answering for cad mod- els

Reference 24

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:52:14.922324Z digest=sha256:010f4f1c12d956b3c09be07022c7dfc05a127c77bd0eeda3bb8b03e920dd654f

Observation c4a787e9-80d7-4cf2-8643-5f7408d6cc17 · outbound

This paper cites Berg, Wan-Yen Lo, Piotr Doll ´ar, and Ross B.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Berg, Wan-Yen Lo, Piotr Doll ´ar, and Ross B

Reference 25

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verified fuzzy
raw_fallback, observed 2026-08-11T12:52:16.966100Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T12:52:14.926696Z digest=sha256:65ccdbaa2b7c8f62d71e7eedf43d4c6f30d2032f96ff399d857d61e35c9914e1

Observation 8ecafd09-0f63-4cc0-ba15-d1bf6f435b28 · outbound

This paper cites Reparamcad: Zero-shot cad re-parameterization for interactive manipula- tion.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Reparamcad: Zero-shot cad re-parameterization for interactive manipula- tion

Reference 26

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verified fuzzy
raw_fallback, observed 2026-08-11T12:52:16.948479Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T12:52:14.931762Z digest=sha256:6098de7c90a3d7ab351341160a93ea86e0ee54d2ae60695850cb4c039d10ed00

Observation 3df66575-d8e4-40c6-8755-a625f1c85385 · outbound

This paper cites Internet- augmented dialogue generation.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Internet- augmented dialogue generation

Reference 27

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verified fuzzy
raw_fallback, observed 2026-08-11T12:52:16.928677Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T12:52:14.936647Z digest=sha256:67c0d0e3838c85a6ee4b69971b7357eec7e289f8a4c118fa5f307311e9c8bb4f

Observation 441e8e6d-9ee7-42aa-a2b0-bab5e046eb38 · outbound

This paper cites an unresolved cited work.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Unresolved cited work

Reference 28

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T12:52:14.941736Z digest=sha256:2076d23696d13765e58b1ff180637fc0f27adb921a080a5fdeb0ccdb87dee8da

Observation ac0c731f-946e-4b66-9c5f-8041a40d2bbe · outbound

This paper cites CAD translator: An effective drive for text to 3d parametric computer-aided design generative modeling.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers CAD translator: An effective drive for text to 3d parametric computer-aided design generative modeling

Reference 29

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verified fuzzy
raw_fallback, observed 2026-08-11T12:52:16.895977Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T12:52:14.946710Z digest=sha256:7956bb6a15792c002f4f0fe825a72b28714af278a43ba8dc3552b23ee3e3f631

Observation dd7e21e4-8f10-495c-978a-1a2acbc6e6b8 · outbound

This paper cites Llm4cad: Multi-modal large language models for 3d computer-aided design generation.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Llm4cad: Multi-modal large language models for 3d computer-aided design generation

Reference 30

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verified fuzzy
raw_fallback, observed 2026-08-11T12:52:16.880141Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T12:52:14.952515Z digest=sha256:255d0fe0d07e8e88eac6b41e0757a53006bdafd163c9f7865afd8fd59913c597

Observation 74a22f44-d1a9-46f0-9499-1919569e2d5c · outbound

This paper cites Visual instruction tuning.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Visual instruction tuning

Reference 31

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:52:14.957593Z digest=sha256:2488edc8ffcef31a443a01fefd4a0fc51f918453f2f101f1caeb03522b8eace1

Observation f6d5cee6-b4f7-498a-b30c-92d102bfbaab · outbound

This paper cites Improved baselines with visual instruction tuning.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Improved baselines with visual instruction tuning

Reference 32

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:52:14.962732Z digest=sha256:5866c922d676097901d86827dba2bccf62ba0757ae79a77d6a20e4598a6aabd0

Observation 7b4a0111-fa03-4d18-8146-6f2474f3c2be · outbound

This paper cites Learn to explain: Multimodal reasoning via thought chains for science question answering.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Learn to explain: Multimodal reasoning via thought chains for science question answering

Reference 33

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no resolver link, observed 2026-08-11T12:52:14.968401Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:52:14.968401Z digest=sha256:07ad46a088fab9505241c4b711ae7dce2b4d9fa0cf368dc03fcf9037d8a55b19

Observation dd099e4b-1e7e-448a-bb86-58799cef50a8 · outbound

This paper cites Chameleon: Plug-and-play compositional reasoning with large language models.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Chameleon: Plug-and-play compositional reasoning with large language models

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T12:52:16.828845Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T12:52:14.973463Z digest=sha256:05ccb1ef3b9212c3258c56422467cd874b5a9963c1a39d1eb5f85d38c2bd9caf

Observation 338b9e5b-f894-47b5-b23b-a728558a67a2 · outbound

This paper cites an unresolved cited work.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Unresolved cited work

Reference 35

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unresolved
raw_fallback, observed 2026-08-11T12:52:16.811827Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T12:52:14.978336Z digest=sha256:5cc4bfc7176f213c9fbc5591d8730f991dff8eee8232a51387675789442aca69

Observation 608957e3-6bfe-46bd-b24f-e232d2f47c6f · outbound

This paper cites Norton, Edward Gu, Joshua Ja- cob, Yifei Li, Adriana Schulz, and Wojciech Matusik.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Norton, Edward Gu, Joshua Ja- cob, Yifei Li, Adriana Schulz, and Wojciech Matusik

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T12:52:16.795861Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T12:52:14.983768Z digest=sha256:f5d8f4b07bcff185d10485dc682eded5b95a36dd779ed98a11c48ad255fbd679

Observation 861e0f21-eeda-4e88-a7d5-86a6a1bbbfbf · outbound

This paper cites Sharp challenge 2023: Solving cad history and parameters recovery from point clouds and 3d scans.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Sharp challenge 2023: Solving cad history and parameters recovery from point clouds and 3d scans

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T12:52:16.776262Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T12:52:14.989688Z digest=sha256:45c232b3d17db117bed2bbe662d8e7619f38eed308553617d60e53e94ff3e0cf

Observation 184195fd-0980-47ac-acc7-9d2b9ef55664 · outbound

This paper cites The llama 3 herd of models.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers The llama 3 herd of models

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T12:52:16.758337Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T12:52:14.994668Z digest=sha256:b20b95fec68fe9ba56b1837bcf57512bd863ea9f5743c5afbeec10b9d6e07d06

Observation b3a6b99b-3e55-4117-8fd5-f723bc7ec825 · outbound

This paper cites Webgpt: Browser-assisted question-answering with human feedback.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Webgpt: Browser-assisted question-answering with human feedback

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T12:52:16.740510Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T12:52:14.999907Z digest=sha256:00ace640cb432173f9a3c20ef4a7eff786f808f318b2ecfd9d4839048159cddf

Observation 4882e7f8-a983-4cd5-a51e-efc8d0914421 · outbound

This paper cites Gpt-4 technical report.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Gpt-4 technical report

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T12:52:16.721997Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T12:52:15.004807Z digest=sha256:377be3b5028dee34a9ec242f70ab46c57debe70aa609f6d5363f671f404e3767

Observation c9c10bb5-da3c-41c9-980d-93da2de4cbb0 · outbound

This paper cites Otey, Manuel Contero, and Jorge D.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Otey, Manuel Contero, and Jorge D

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T12:52:16.702686Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T12:52:15.009783Z digest=sha256:810276b3c338fae2ed15d3aa7136cddaf27cc574c5448ead530286a96816926e

Observation 92e8e14d-e210-4b10-a633-150cdd9e098d · outbound

This paper cites Talm: Tool aug- mented language models.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Talm: Tool aug- mented language models

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T12:52:16.685128Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T12:52:15.015073Z digest=sha256:f5568341457925953ebc40f9a2d6ed8c71f708691dc8cef20587c7d95c0ff687

Observation be8572e9-7e5f-42cb-8750-794bc7f64a71 · outbound

This paper cites Patil, Tianjun Zhang, Xin Wang, and Joseph E.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Patil, Tianjun Zhang, Xin Wang, and Joseph E

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T12:52:16.666825Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T12:52:15.020257Z digest=sha256:90b293483a18890e341582d488abf0607027717870118868428e11bc0967aa16

Observation c0eff5e9-5d45-419e-ab9b-5fc6ae1208ad · outbound

This paper cites Tool learning with foundation models.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Tool learning with foundation models

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T12:52:16.645946Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T12:52:15.025325Z digest=sha256:b75fa13f6b28bd388f9d14fa8272aac8ad465bacab494bfdf1d37e89c053a741

Observation b80571b5-d1fc-481a-9a01-982939e636e1 · outbound

This paper cites Xiao, Katherine M.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Xiao, Katherine M

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T12:52:16.625539Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T12:52:15.030228Z digest=sha256:903c107b5431ed89302be4490a0749d756a9209b8bfd9243f44abd83725cacef

Observation 2c75c58c-310f-44fe-be22-d1bf731582de · outbound

This paper cites Shazeer, Adam Roberts, Katherine Lee, Sharan Narang, Michael Matena, Yanqi Zhou, Wei Li, and Peter J.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Shazeer, Adam Roberts, Katherine Lee, Sharan Narang, Michael Matena, Yanqi Zhou, Wei Li, and Peter J

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T12:52:16.604279Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T12:52:15.034817Z digest=sha256:72fd675e1e8347206f781446170cd74092058026430968ec6563a661af6b7220

Observation af44a566-ad75-4632-b8fc-c405e840c5ad · outbound

This paper cites Cad-recode: Reverse engineering cad code from point clouds.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Cad-recode: Reverse engineering cad code from point clouds

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T12:52:16.585961Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T12:52:15.039194Z digest=sha256:614403b560125610c5643bd4c604bd31a7ea9b69386d30ec63c1b5ee59211130

Observation a6252c14-7a5e-4ef0-a5e3-4a31ba99ab9d · outbound

This paper cites an unresolved cited work.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Unresolved cited work

Reference 48

Resolution
unresolved
raw_fallback, observed 2026-08-11T12:52:16.569368Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T12:52:15.044032Z digest=sha256:4db92405b741510e6e086c02e360e442dc0a548452344599cae14949d847b583

Observation 653a1811-9b8f-4e15-8063-f3c8df885f07 · outbound

This paper cites Vitruvion: A generative model of parametric cad sketches.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Vitruvion: A generative model of parametric cad sketches

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T12:52:16.549988Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T12:52:15.048317Z digest=sha256:40d324f9b379c981453da563ec591ecaa2295348adf2c247dc22dc203de53433

Observation bf517a5d-fb8d-48e8-bb99-ee42fa0ebec9 · outbound

This paper cites A vision check-up for language models.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers A vision check-up for language models

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T12:52:16.530679Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T12:52:15.052937Z digest=sha256:9f9d929a6d91f327f74e9d206bd294e3a9b5abb9f0fcd4b867e268dc154b401f

Observation ce27d722-df15-470b-b2af-9cc358ec0ea0 · outbound

This paper cites Hugginggpt: Solving ai tasks with chatgpt and its friends in hugging face.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Hugginggpt: Solving ai tasks with chatgpt and its friends in hugging face

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T12:52:16.510296Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T12:52:15.057347Z digest=sha256:66b228074168015e060506170caddde2d19c1041985a5f9ae9188b0f90ccc246

Observation 7ac85b71-98fe-4f58-8836-0b762faecf86 · outbound

This paper cites Retrieval augmentation reduces hallucination in conversation.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Retrieval augmentation reduces hallucination in conversation

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T12:52:16.494598Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T12:52:15.062478Z digest=sha256:1e7e4df27cd49bd2c3cc2e677e4440655eee072dc814ae035a97154969824d5a

Observation 7f387005-226a-45eb-81cd-dad206f48255 · outbound

This paper cites Table meets llm: Can large language models understand structured table data? a benchmark and empiri- cal study.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Table meets llm: Can large language models understand structured table data? a benchmark and empiri- cal study

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T12:52:16.478308Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T12:52:15.067225Z digest=sha256:6c28d1ad5630f3806a0f892562ac1a24a408830ef21d0c378115137dc41ed47c

Observation fa71c9be-5da4-420c-a08a-e19b3fda7f33 · outbound

This paper cites Vipergpt: Visual inference via python execution for reasoning.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Vipergpt: Visual inference via python execution for reasoning

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T12:52:16.459641Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T12:52:15.071748Z digest=sha256:5c94489086a85ca4b6180b4ad6f671c87c97fafa55da8d73bf65f87bdffc4665

Observation 5605cadf-e18d-4881-897b-9dfd57c3453f · outbound

This paper cites Point2cyl: Reverse engineering 3d objects from point clouds to extrusion cylinders.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Point2cyl: Reverse engineering 3d objects from point clouds to extrusion cylinders

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T12:52:16.435178Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T12:52:15.076919Z digest=sha256:ceb4c6cdffe425638442568be3788a37718284342006bab261221a9f64119449

Observation d8693b31-54f3-49c6-803a-6b1812489778 · outbound

This paper cites Visual chatgpt: Talking, drawing and editing with visual foundation models.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Visual chatgpt: Talking, drawing and editing with visual foundation models

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T12:52:16.417950Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T12:52:15.081846Z digest=sha256:2a7ca78ae637311e8a9a0cc626351ed8ff9eae4e6d5c3a34982e439aee174dba

Observation 26a4edb5-a214-4b8a-b4f8-2cc2662fe54d · outbound

This paper cites AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation

Reference 57

Resolution
unresolved
no resolver link, observed 2026-08-11T12:52:15.086561Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:52:15.086561Z digest=sha256:fc286634e52512852b9e2816b0c8998580ca7557a0de7a91d1611efd19636309

Observation e91d94a8-4c9e-4a7c-ae87-4c131dbbae8d · outbound

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

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Deepcad: A deep generative network for computer-aided design models

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T12:52:16.401611Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T12:52:15.092527Z digest=sha256:c1d50c19af391794808e7242209d14d1b23d35cbcb48b839593939d1b56954e6

Observation 8dde1597-5b1f-4612-8c03-7f48de207e0e · outbound

This paper cites Willis, and Bang Liu.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Willis, and Bang Liu

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T12:52:16.384957Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T12:52:15.097873Z digest=sha256:97cda79a0fdaa61930d3eb5599b89436b703bd0cb6471d000c6ce6968519acb3

Observation e8990814-68bb-4a2a-b906-44e4357d4cc1 · outbound

This paper cites Willis, and Bang Liu.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Willis, and Bang Liu

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T12:52:16.369626Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T12:52:15.103205Z digest=sha256:715fa6f68c6fff07ee247a2b04f464a997059471f14945d21f9edfbbd8611a33

Observation fe764488-7190-4389-8921-189ea4f26589 · outbound

This paper cites Deep learning for free-hand sketch: A survey.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Deep learning for free-hand sketch: A survey

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T12:52:16.355065Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T12:52:15.107978Z digest=sha256:03c3bd374cf918cdc45480979ba797e473d389a1df3c9198af46225755bddec1

Observation a1f9b0e1-265c-46ea-828f-76788ad08433 · outbound

This paper cites Skexgen: Autoregressive generation of cad con- struction sequences with disentangled codebooks.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Skexgen: Autoregressive generation of cad con- struction sequences with disentangled codebooks

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T12:52:16.334343Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T12:52:15.112988Z digest=sha256:4324849903028d8b0131d2d5296a6c565b1011b2d676dc3a4f25384a8d49591b

Observation 20840d61-6cfc-4df7-b3ae-81a88cb1cdf9 · outbound

This paper cites Hierarchical neural coding for controllable cad model generation.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Hierarchical neural coding for controllable cad model generation

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T12:52:16.313458Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T12:52:15.117773Z digest=sha256:5d2cbcc29d241996c68472d97d9391c4e4ca48cd5b05f8db3fd0e1f7c22fb9fa

Observation 11835e04-6620-442c-b22e-1d5cf963f154 · outbound

This paper cites Set-of-mark prompting unleashes ex- traordinary visual grounding in gpt-4v.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Set-of-mark prompting unleashes ex- traordinary visual grounding in gpt-4v

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T12:52:16.295941Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T12:52:15.122935Z digest=sha256:da997818707abb7720565f9bc056e273d1c590fc46aed3612ab40dc332d38e40

Observation d8824c61-c00e-4991-a345-55ae84f1c564 · outbound

This paper cites Discovering design concepts for cad sketches.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Discovering design concepts for cad sketches

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T12:52:16.275948Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T12:52:15.127933Z digest=sha256:40ddc64df66b9a9a2eeac5d9128153ade359e9ec3f7cc752e2ea85cbcab94146

Observation 9453e27a-f76d-43db-befd-5d20224bfc81 · outbound

This paper cites Mm-react: Prompting chat- gpt for multimodal reasoning and action.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Mm-react: Prompting chat- gpt for multimodal reasoning and action

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T12:52:16.257944Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T12:52:15.132755Z digest=sha256:50a1ad7a96fa0e9791ffb3d2e0655f8e82b56f56e943c5983de5958ba555eedb

Observation ef36ecac-27f5-44e0-9f47-04592ee16a77 · outbound

This paper cites Tenenbaum.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Tenenbaum

Reference 67

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T12:52:16.240365Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T12:52:15.138270Z digest=sha256:35118a64924d39a0c8d47a06d187bb6b81e7d9908102f5e870f55f55743fd68a

Observation f1171dd9-4c9c-47d5-a8d1-e7525bb6e5ac · outbound

This paper cites Img2cad: Reverse engineering 3d cad models from images through vlm-assisted conditional factorization.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Img2cad: Reverse engineering 3d cad models from images through vlm-assisted conditional factorization

Reference 68

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T12:52:16.219384Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T12:52:15.143915Z digest=sha256:0ddbbafde28ddd4f9c54325afdfa92bccb969f55bcba920648d0c63a0e06783a

Observation 5db51d34-1f1e-4d84-83c5-d665af5bf3fb · outbound

This paper cites Mitra, and Changjian Li.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Mitra, and Changjian Li

Reference 69

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T12:52:16.201378Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T12:52:15.149216Z digest=sha256:23c9c30e71ae477e224e1d8d4d237c243cfd246c11bb22f6c93a84bbebdeafab

Observation 515cc188-57f8-4bfe-8a27-d35839c9b999 · outbound

This paper cites Wong, Stefan Welker, Krzysztof Choromanski, Federico Tombari, Aveek Purohit, Michael S.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Wong, Stefan Welker, Krzysztof Choromanski, Federico Tombari, Aveek Purohit, Michael S

Reference 70

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T12:52:16.184747Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T12:52:15.155405Z digest=sha256:db078ca341728c404d2b7876f1110f9d511441cc77c3a4cf02c86c2f7a3d9312

Observation 43279231-36b3-44d7-93b0-6c0cb58e55cf · outbound

This paper cites Design intent informa- tion exchange of feature-based cad models.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Design intent informa- tion exchange of feature-based cad models

Reference 71

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T12:52:16.162502Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T12:52:15.160894Z digest=sha256:b4e51663dedf772085d71631dd2d60ff4e6f5194050a8e639488157d3e393baf

Observation cd30cb7f-a099-4c2e-99be-ca220595b0b8 · outbound

This paper cites Nerve: Neural volumetric edges for parametric curve extraction from point cloud.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Nerve: Neural volumetric edges for parametric curve extraction from point cloud

Reference 72

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T12:52:16.144179Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T12:52:15.166970Z digest=sha256:747e131d835b6265ef9e2b82c28d41e94ea0e48d1a88dea3dc09b223f4bf922a

Observation 67f1ba14-2cb6-44a2-9b74-47909050ffed · outbound

This paper cites an unresolved cited work.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Unresolved cited work

Reference 74

Resolution
unresolved
raw_fallback, observed 2026-08-11T12:52:16.106332Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T12:52:15.178661Z digest=sha256:729e23993d54defbe305142a94a41fa93e334ccabb8dd73c84ac747456994b13

Observation 6af01b35-2c78-421f-a192-5ed3c00438d8 · outbound

This paper cites We report CAD-Assistant’s performance with gpt-4o-mini-2024-07-18, gpt-4-turbo-2024-04-09 and gpt-4o-2024-08-06 as VLLM planners, accessed via API calls.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers We report CAD-Assistant’s performance with gpt-4o-mini-2024-07-18, gpt-4-turbo-2024-04-09 and gpt-4o-2024-08-06 as VLLM planners, accessed via API calls

Reference 75

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T12:52:16.089093Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T12:52:15.184120Z digest=sha256:27cd37b9ba329b00cbd493a769e9e2879b57fa2b3dd622045e071db2d9c9ae88

Observation 39aa098d-8e40-4b8c-97ac-a4ffd62dd59a · outbound

This paper cites an unresolved cited work.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Unresolved cited work

Reference 76

Resolution
unresolved
raw_fallback, observed 2026-08-11T12:52:16.072169Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T12:52:15.189533Z digest=sha256:df503d0e4f242e2f46b0956a7d18120914098dc1f28021e1d8df017f03efab65

Observation 073a4013-a559-4e92-aeda-2ce9ab8733ee · outbound

This paper cites The generated plan can be updated based on intermediate code ex- ecution results, including error logs (see ft in Eq.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers The generated plan can be updated based on intermediate code ex- ecution results, including error logs (see ft in Eq

Reference 77

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T12:52:16.054095Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T12:52:15.195746Z digest=sha256:0b40926c21fb926df1dde4fd1fbdbe7313a66898f080c67f142122891b2b91eb

Observation e1cfcd16-29ea-4d69-a0b4-d3f0074c19bc · outbound

This paper cites Table 11 provides a summary of the costs associated with each user query across CAD benchmarks.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Table 11 provides a summary of the costs associated with each user query across CAD benchmarks

Reference 78

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T12:52:16.031976Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T12:52:15.200935Z digest=sha256:2028e423f765dff4a59e5340fb9cc3ec40704fd1d24934d331d1a1687b42b78f

Observation e3ae78ae-4c4c-4d81-adb7-2558b45791dc · outbound

This paper cites The prompt consists of three key components: (1) a general context, (2) a list of tools provided to the VLLM planner via docstrings, and (3) a multimodal user re- quest.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers The prompt consists of three key components: (1) a general context, (2) a list of tools provided to the VLLM planner via docstrings, and (3) a multimodal user re- quest

Reference 79

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T12:52:16.012943Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T12:52:15.205811Z digest=sha256:077386c28b8dddd7b75dca954b679b32337376ddd172b3dc5c2c73256d34661c

Observation 53c52d6b-bc1e-4d28-9fd9-f0e65bb20c39 · outbound

This paper cites 4.4, we provide an additional qualitative example of the proposed CAD-Assistant.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers 4.4, we provide an additional qualitative example of the proposed CAD-Assistant

Reference 80

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T12:52:15.992949Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T12:52:15.210686Z digest=sha256:c61bf309192f6c235c3d21e38dcc12295ca558d52b98d8c5bc3b903ac1bc4cb2

Observation 02c12498-59b6-4c6f-ba4f-a30c765cf02e · outbound

This paper cites Detailed examples from the 2D and 3D subsets of SGPBench are provided in subsections 14.1 and 14.2.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Detailed examples from the 2D and 3D subsets of SGPBench are provided in subsections 14.1 and 14.2

Reference 81

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T12:52:15.968296Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T12:52:15.215837Z digest=sha256:801b6b5925d3c6935c64e91c4e3a0beb45d2c903fa9bc6e4cdd636dfd2ce9917

Observation 82df39b8-02c7-44e7-8b91-c77ae3509eab · outbound

This paper cites The user request is reasonable and can be solved.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers The user request is reasonable and can be solved

Reference 82

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T12:52:15.949126Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T12:52:15.220528Z digest=sha256:fa7fe9cf5a4238d023266b39d8a18b676cefe5ffa293c02b806e6436fd5d6395

Observation 89f84fa5-412e-4c1d-85bc-e27853622b0f · outbound

This paper cites an unresolved cited work.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Unresolved cited work

Reference 83

Resolution
unresolved
raw_fallback, observed 2026-08-11T12:52:15.932035Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T12:52:15.225823Z digest=sha256:8e373067f061f3f4c7c4fc8d48fd2fdd96135c8a7c738ddd7feb4a79b49709ca

Observation 5fc931ab-3b60-4792-ad15-79063ebc5698 · outbound

This paper cites an unresolved cited work.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Unresolved cited work

Reference 84

Resolution
unresolved
raw_fallback, observed 2026-08-11T12:52:15.915557Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T12:52:15.230976Z digest=sha256:a22661dba12d3f198e5dffcd02df6f0685fec83841c2d2ba2c85abf385a14d41

Observation 2a9fa14f-c6a7-4736-bda2-453b9ff7d76c · outbound

This paper cites The user will send generated image outputs to you.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers The user will send generated image outputs to you

Reference 85

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T12:52:15.898483Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T12:52:15.235960Z digest=sha256:e581f24d0bcf19b6bd744111b3d9a3e6160491011371c2878feca5bf4bd93e40

Observation 27ff6c11-4c2c-4ad5-bcd4-80c92d4a9cc5 · outbound

This paper cites Do not used different commands or import new modules, as they will not be accessible.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Do not used different commands or import new modules, as they will not be accessible

Reference 86

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T12:52:15.878806Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T12:52:15.240462Z digest=sha256:77b39bd984b7da32ee20399a7f2110031b90366d901ac53cdbb8caaa9e1ebeff

Observation 4895ba68-460a-4386-b7f7-43715f6b3c6d · outbound

This paper cites Only use the tools for the use cases written in the tool description.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Only use the tools for the use cases written in the tool description

Reference 87

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T12:52:15.860832Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T12:52:15.245417Z digest=sha256:7f1e710dc2cf33b571b306a654248ad6d40e43c2e02309e3ce75b3f98843165a

Observation 498a132a-3b6b-41f2-a329-4223d362685c · outbound

This paper cites USER REQUEST # <REQUEST HERE> Now please generate only PLAN and ACTION in RESULT.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers USER REQUEST # <REQUEST HERE> Now please generate only PLAN and ACTION in RESULT

Reference 88

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T12:52:15.841497Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T12:52:15.249626Z digest=sha256:ee91b03e63098756eab26d48cf9df0ad4e37998763e44255bf6b9e7f41088f1e

Observation b4190514-ff92-4e2d-9927-86a3e0760d4e · outbound

This paper cites an unresolved cited work.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Unresolved cited work

Reference 89

Resolution
unresolved
raw_fallback, observed 2026-08-11T12:52:15.820696Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T12:52:15.254571Z digest=sha256:cba209e1177aefd238d46dac628d1baf825aeec31f042a794edad89500d8084e

Observation 63176854-c283-4e1d-85eb-edcb0f1a2989 · outbound

This paper cites an unresolved cited work.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Unresolved cited work

Reference 90

Resolution
unresolved
raw_fallback, observed 2026-08-11T12:52:15.804453Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T12:52:15.260222Z digest=sha256:704fc93750caf23f21b7d84eaecf833117b150e7c5935fb5c8149781f61a1656

Observation b0896fb2-e32b-4891-850d-d61a0f52eddb · outbound

This paper cites an unresolved cited work.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Unresolved cited work

Reference 91

Resolution
unresolved
raw_fallback, observed 2026-08-11T12:52:15.787569Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T12:52:15.265433Z digest=sha256:82ec43a929d6ddec99b7be9f33f68d170ee1f2923de562bcdc07e55e0fc5dd3f

Observation 416435ea-7017-489a-8f19-5357a22498c7 · outbound

This paper cites an unresolved cited work.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Unresolved cited work

Reference 92

Resolution
unresolved
raw_fallback, observed 2026-08-11T12:52:15.771329Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T12:52:15.270599Z digest=sha256:0744b8de3a1b3eea321cdd8637373c508b61f801097baa591e8937dabbeaf424

Observation 415a04af-34a7-4dcf-a86f-362d5b6e75a8 · outbound

This paper cites an unresolved cited work.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Unresolved cited work

Reference 93

Resolution
unresolved
raw_fallback, observed 2026-08-11T12:52:15.754762Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T12:52:15.276292Z digest=sha256:52a0649e9a7abb7af9b7ab01e655d6ee6fd8da3090cc1d17e7783b4fe848a478

Observation 90638342-8e75-4bcd-81f1-8ba7a0861d35 · outbound

This paper cites an unresolved cited work.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Unresolved cited work

Reference 94

Resolution
unresolved
raw_fallback, observed 2026-08-11T12:52:15.737032Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T12:52:15.281270Z digest=sha256:04f59b3a9fa17662da555bb3e0131cc48821703371ef723e48a5f6954bb3648f

Observation 22990efa-2f71-45db-9e9c-cd384d393370 · outbound

This paper cites an unresolved cited work.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Unresolved cited work

Reference 95

Resolution
unresolved
raw_fallback, observed 2026-08-11T12:52:15.717006Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T12:52:15.286344Z digest=sha256:9dbccde959187cc69e6689d841fe50362a17931d475e7d863bcff7cd5f40eb1a

Observation 9472438d-1ccf-4f93-b5d3-cd458748d776 · outbound

This paper cites ANSWER: D, TERMINATE.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers ANSWER: D, TERMINATE

Reference 96

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T12:52:15.692596Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T12:52:15.292539Z digest=sha256:8a9afa0405293ed47649016bc30c0bac9cb93848b7d7c6f3f3eac2c123ff43c7

Observation ad28f4fa-9808-41be-898a-f3e4885e5edd · outbound

This paper cites Geometry.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Geometry

Reference 97

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T12:52:15.675564Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T12:52:15.298082Z digest=sha256:a2db2af4f90289877a4d5d129c319b062135d9cee7e9aea0bffe241943b20701

Observation ad027ab9-1706-4cae-8402-cc9b76c6ab9b · outbound

This paper cites - args: ('Coincident', First, FirstPos, Second, SecondPos) - First (int): The index of the first geometry.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers - args: ('Coincident', First, FirstPos, Second, SecondPos) - First (int): The index of the first geometry

Reference 98

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T12:52:15.658479Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T12:52:15.304631Z digest=sha256:7dd5cbffd5a46c925faa6f29ac101798db8e9fde46da9fafe31c73a84766915e

Observation a3e2af7b-a6b3-4323-9f1e-cdc420eba6c0 · outbound

This paper cites - args: ('Parallel', First, Second) - First (int): The index of the first Line segment to be made parallel.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers - args: ('Parallel', First, Second) - First (int): The index of the first Line segment to be made parallel

Reference 99

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T12:52:15.635764Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T12:52:15.310600Z digest=sha256:848236d57815fdad219c3a8f0ec8b666b6623e32c86eb8f2e2da3b6c2ca809aa

Observation eb330ee7-5211-40e1-8f0e-a112f247d6a7 · outbound

This paper cites - args: ('Equal', First, Second) - First (int): The index of the first line segment or circle.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers - args: ('Equal', First, Second) - First (int): The index of the first line segment or circle

Reference 100

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T12:52:15.610479Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T12:52:15.316321Z digest=sha256:bbb5ad55e7e9585fcf682ab5909100e0c0f396736f48f9d41582bec3ba1193dd

Observation 30bfaf97-e350-4bff-a51e-ecfbc2042df2 · outbound

This paper cites - args: ('Vertical', First) - First (int): The index of the Line segment.

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers - args: ('Vertical', First) - First (int): The index of the Line segment

Reference 101

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T12:52:15.589239Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-11T12:52:15.322315Z digest=sha256:698c13e4fa54dfe19d99940f9c9b1d2d64fbd51fee5f14e5442ec1f6841d6f12

Pith citing papers

Observation 25b679ba-031e-40af-8304-757bed4bf10c · inbound

CAD-Coder: An Open-Source Vision-Language Model for Computer-Aided Design Code Generation cites this paper.

CAD-Coder: An Open-Source Vision-Language Model for Computer-Aided Design Code Generation CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-07T15:34:18.576470Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:34:18.576470Z digest=sha256:bd8d46122558b9cd7cf6aef06542c20db8824c9fe4b4e44b0bfc08e0bc0d4a3a

Observation cfa61589-0cc5-4419-94a0-46f8bb122df7 · 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 CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers

Reference 19

Resolution
verified exact
arxiv_id, observed 2026-05-19T14:12:22.403614Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-05-19T14:11:40.021561Z digest=sha256:380c863331d172940484ee8f91688b87452d23be31b89186061b20b975fffdd0

Observation d2790671-d591-4b42-91c2-ca635313b9c3 · inbound

CADDesigner: Conceptual CAD Model Generation with a General-Purpose Agent cites this paper.

CADDesigner: Conceptual CAD Model Generation with a General-Purpose Agent CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers

Reference 21

Resolution
verified exact
arxiv_id, observed 2026-05-19T01:11:57.273565Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-05-19T01:10:05.086857Z digest=sha256:0014f3f5dd8a8d0bbba8fecf9e1a07b3212aa60d5b4e2aff1e85f33d606f6643

Observation d6270c8a-c613-4ef6-b5ce-7620b9511c80 · inbound

CADDesigner: Conceptual CAD Model Generation with a General-Purpose Agent cites this paper.

CADDesigner: Conceptual CAD Model Generation with a General-Purpose Agent CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers

Reference 21

Resolution
verified exact
arxiv_id, observed 2026-05-21T23:05:43.487253Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-05-21T23:04:39.225189Z digest=sha256:b86408ef2da25d84d0b3844df81aaf71723decb96c8fb6ef68181d425718e375

Observation 830b595b-cb50-498b-a9c2-2ded29214a7f · inbound

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

BrepLLM: Enabling Large Language Models to Understand Boundary Representations CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-03T15:37:20.477779Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T15:37:20.477779Z digest=sha256:d2fe1d17f5b3b4c655f3201f1fab47cae87f1b4f78e35415ce3707690ffddd5f

Observation 0f43447c-b7d6-45ec-ae84-791274854e67 · 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 CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers

Reference 56

Resolution
verified exact
arxiv_id, observed 2026-05-20T05:58:04.813312Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:d5db058f9e9a9e772f58f35c0029c4d6b5ede55f1d401d20d6ae1885c2598789

Observation 9cbd051e-ac26-4c3d-a35c-8e5d34b2726f · inbound

Blended Chart Surfaces: A Seamless Explicit Representation for Smooth Surface Fitting cites this paper.

Blended Chart Surfaces: A Seamless Explicit Representation for Smooth Surface Fitting CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers

Reference 55

Resolution
verified exact
arxiv_id, observed 2026-07-03T23:39:04.565041Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-06-26T21:52:02.387985Z digest=sha256:1e161c9f0eb4ecf38721188f262d5d9f7f682dacd49a579ae452e3f3b3e9f235