Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T12:52:15.322315Z
Paper Citation Record · LEDGER
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.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T12:52:15.322315Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-07T15:34:18.576470Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-10T06:15:00.866473Z
100 of 104 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 9e6ce6e2-9f6b-4c69-85d1-603773943d6f · outbound
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Flamingo: a visual language model for few-shot learning.NeurIPS, 2022
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 90a13b00-940c-4f77-a87b-bc0866b6ed83 · outbound
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Generating cad code with vision-language models for 3d designs
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 71e1fd3b-e1e8-4449-a0ef-a36960c00688 · outbound
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Introducing the next generation of claude
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 73434793-d5df-4a8a-af59-67ba1ccda8f7 · outbound
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Query2cad: Generating cad models using natural language queries
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ec5a02da-6aa8-4562-8760-fb031f903c28 · outbound
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Comparing 3d cad models: uses, methods, tools and perspec- tives
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f35c13d1-83e8-4871-8c60-d307e762ed8d · outbound
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Re- verse engineering modeling methods and tools: a survey
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation afcbafbe-952d-4073-89b2-ac5b54b62470 · outbound
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Large language models as tool makers
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a9a10908-b0f7-47b8-ad88-a25026e57637 · outbound
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Emerg- ing properties in self-supervised vision transformers
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 239255cd-84fd-4b57-8abc-fc2204c7b9c1 · outbound
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Sepicnet: Sharp edges recovery by parametric inference of curves in 3d shapes
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bc2f5c85-39c4-41e8-b69f-1a9f1563c7d4 · outbound
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Training verifiers to solve math word problems
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 75934441-eb42-49ad-8a1e-4a0b464a5e87 · outbound
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Freecad, 2024
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8883a779-4df4-40a6-a80c-363fe2f55b32 · outbound
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Unresolved cited work
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 01f1cfb7-2746-4289-ad5e-21a3cd685929 · outbound
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Transcad: A hi- erarchical transformer for cad sequence inference from point clouds
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9b03614c-5c45-4232-b6a0-a09b36795eb1 · outbound
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Sengamedu, and Christos Faloutsos
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7efdf39c-6f81-4966-9642-15d68c3407dc · outbound
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers The oca file format
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b004f221-8e4e-428b-b334-6a05db986f05 · outbound
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Visual pro- gramming: Compositional visual reasoning without training
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4c0ea906-b5ff-43f5-ac80-8a55e0af127d · outbound
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Mv2cyl: Reconstructing 3d extrusion cylin- ders from multi-view images
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2ff4a862-ad36-4792-8611-97217b6801da · outbound
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Ratner, Chen-Yu Lee, Ranjay Krishna, and Tomas Pfister
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8b8d9b66-0973-4ad8-a521-b935c3223f8e · outbound
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Zettlemoyer, Noah A
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 47faf5dc-d188-440f-9716-4140f2d9a969 · outbound
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Dxf reference, 2012
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e789d796-88fb-4237-bc81-f2ee655664fa · outbound
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Davinci: A single-stage architecture for constrained cad sketch inference
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 40e592ea-d3d8-4a21-b8e0-0881647130de · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d3c8505b-507c-40af-bc7c-28a4f5d6ae5e · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 91ccd851-a3d5-4ce6-922d-7632627d99eb · outbound
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Querycad: Grounded question answering for cad mod- els
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c4a787e9-80d7-4cf2-8643-5f7408d6cc17 · outbound
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Berg, Wan-Yen Lo, Piotr Doll ´ar, and Ross B
Reference 25
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.
Observation 8ecafd09-0f63-4cc0-ba15-d1bf6f435b28 · outbound
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Reparamcad: Zero-shot cad re-parameterization for interactive manipula- tion
Reference 26
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.
Observation 3df66575-d8e4-40c6-8755-a625f1c85385 · outbound
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Internet- augmented dialogue generation
Reference 27
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.
Observation 441e8e6d-9ee7-42aa-a2b0-bab5e046eb38 · outbound
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Unresolved cited work
Reference 28
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.
Observation ac0c731f-946e-4b66-9c5f-8041a40d2bbe · outbound
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
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.
Observation dd7e21e4-8f10-495c-978a-1a2acbc6e6b8 · outbound
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Llm4cad: Multi-modal large language models for 3d computer-aided design generation
Reference 30
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.
Observation 74a22f44-d1a9-46f0-9499-1919569e2d5c · outbound
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Visual instruction tuning
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f6d5cee6-b4f7-498a-b30c-92d102bfbaab · outbound
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Improved baselines with visual instruction tuning
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7b4a0111-fa03-4d18-8146-6f2474f3c2be · outbound
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Learn to explain: Multimodal reasoning via thought chains for science question answering
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dd099e4b-1e7e-448a-bb86-58799cef50a8 · outbound
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Chameleon: Plug-and-play compositional reasoning with large language models
Reference 34
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.
Observation 338b9e5b-f894-47b5-b23b-a728558a67a2 · outbound
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Unresolved cited work
Reference 35
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.
Observation 608957e3-6bfe-46bd-b24f-e232d2f47c6f · outbound
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
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.
Observation 861e0f21-eeda-4e88-a7d5-86a6a1bbbfbf · outbound
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
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.
Observation 184195fd-0980-47ac-acc7-9d2b9ef55664 · outbound
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers The llama 3 herd of models
Reference 38
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.
Observation b3a6b99b-3e55-4117-8fd5-f723bc7ec825 · outbound
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Webgpt: Browser-assisted question-answering with human feedback
Reference 39
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.
Observation 4882e7f8-a983-4cd5-a51e-efc8d0914421 · outbound
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Gpt-4 technical report
Reference 40
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.
Observation c9c10bb5-da3c-41c9-980d-93da2de4cbb0 · outbound
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Otey, Manuel Contero, and Jorge D
Reference 41
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.
Observation 92e8e14d-e210-4b10-a633-150cdd9e098d · outbound
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Talm: Tool aug- mented language models
Reference 42
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.
Observation be8572e9-7e5f-42cb-8750-794bc7f64a71 · outbound
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Patil, Tianjun Zhang, Xin Wang, and Joseph E
Reference 43
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.
Observation c0eff5e9-5d45-419e-ab9b-5fc6ae1208ad · outbound
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Tool learning with foundation models
Reference 44
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.
Observation b80571b5-d1fc-481a-9a01-982939e636e1 · outbound
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Xiao, Katherine M
Reference 45
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.
Observation 2c75c58c-310f-44fe-be22-d1bf731582de · outbound
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
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.
Observation af44a566-ad75-4632-b8fc-c405e840c5ad · outbound
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Cad-recode: Reverse engineering cad code from point clouds
Reference 47
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.
Observation a6252c14-7a5e-4ef0-a5e3-4a31ba99ab9d · outbound
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Unresolved cited work
Reference 48
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.
Observation 653a1811-9b8f-4e15-8063-f3c8df885f07 · outbound
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Vitruvion: A generative model of parametric cad sketches
Reference 49
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.
Observation bf517a5d-fb8d-48e8-bb99-ee42fa0ebec9 · outbound
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers A vision check-up for language models
Reference 50
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.
Observation ce27d722-df15-470b-b2af-9cc358ec0ea0 · outbound
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Hugginggpt: Solving ai tasks with chatgpt and its friends in hugging face
Reference 51
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.
Observation 7ac85b71-98fe-4f58-8836-0b762faecf86 · outbound
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Retrieval augmentation reduces hallucination in conversation
Reference 52
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.
Observation 7f387005-226a-45eb-81cd-dad206f48255 · outbound
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
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.
Observation fa71c9be-5da4-420c-a08a-e19b3fda7f33 · outbound
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Vipergpt: Visual inference via python execution for reasoning
Reference 54
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.
Observation 5605cadf-e18d-4881-897b-9dfd57c3453f · outbound
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Point2cyl: Reverse engineering 3d objects from point clouds to extrusion cylinders
Reference 55
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.
Observation d8693b31-54f3-49c6-803a-6b1812489778 · outbound
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Visual chatgpt: Talking, drawing and editing with visual foundation models
Reference 56
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.
Observation 26a4edb5-a214-4b8a-b4f8-2cc2662fe54d · outbound
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation
Reference 57
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e91d94a8-4c9e-4a7c-ae87-4c131dbbae8d · outbound
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Deepcad: A deep generative network for computer-aided design models
Reference 58
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.
Observation 8dde1597-5b1f-4612-8c03-7f48de207e0e · outbound
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Willis, and Bang Liu
Reference 59
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.
Observation e8990814-68bb-4a2a-b906-44e4357d4cc1 · outbound
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Willis, and Bang Liu
Reference 60
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.
Observation fe764488-7190-4389-8921-189ea4f26589 · outbound
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Deep learning for free-hand sketch: A survey
Reference 61
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.
Observation a1f9b0e1-265c-46ea-828f-76788ad08433 · outbound
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Skexgen: Autoregressive generation of cad con- struction sequences with disentangled codebooks
Reference 62
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.
Observation 20840d61-6cfc-4df7-b3ae-81a88cb1cdf9 · outbound
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Hierarchical neural coding for controllable cad model generation
Reference 63
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.
Observation 11835e04-6620-442c-b22e-1d5cf963f154 · outbound
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Set-of-mark prompting unleashes ex- traordinary visual grounding in gpt-4v
Reference 64
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.
Observation d8824c61-c00e-4991-a345-55ae84f1c564 · outbound
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Discovering design concepts for cad sketches
Reference 65
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.
Observation 9453e27a-f76d-43db-befd-5d20224bfc81 · outbound
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Mm-react: Prompting chat- gpt for multimodal reasoning and action
Reference 66
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.
Observation ef36ecac-27f5-44e0-9f47-04592ee16a77 · outbound
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Tenenbaum
Reference 67
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.
Observation f1171dd9-4c9c-47d5-a8d1-e7525bb6e5ac · outbound
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
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.
Observation 5db51d34-1f1e-4d84-83c5-d665af5bf3fb · outbound
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Mitra, and Changjian Li
Reference 69
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.
Observation 515cc188-57f8-4bfe-8a27-d35839c9b999 · outbound
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Wong, Stefan Welker, Krzysztof Choromanski, Federico Tombari, Aveek Purohit, Michael S
Reference 70
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.
Observation 43279231-36b3-44d7-93b0-6c0cb58e55cf · outbound
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Design intent informa- tion exchange of feature-based cad models
Reference 71
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.
Observation cd30cb7f-a099-4c2e-99be-ca220595b0b8 · outbound
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Nerve: Neural volumetric edges for parametric curve extraction from point cloud
Reference 72
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.
Observation 67f1ba14-2cb6-44a2-9b74-47909050ffed · outbound
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Unresolved cited work
Reference 74
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.
Observation 6af01b35-2c78-421f-a192-5ed3c00438d8 · outbound
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
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.
Observation 39aa098d-8e40-4b8c-97ac-a4ffd62dd59a · outbound
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Unresolved cited work
Reference 76
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.
Observation 073a4013-a559-4e92-aeda-2ce9ab8733ee · outbound
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
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.
Observation e1cfcd16-29ea-4d69-a0b4-d3f0074c19bc · outbound
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
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.
Observation e3ae78ae-4c4c-4d81-adb7-2558b45791dc · outbound
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
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.
Observation 53c52d6b-bc1e-4d28-9fd9-f0e65bb20c39 · outbound
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
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.
Observation 02c12498-59b6-4c6f-ba4f-a30c765cf02e · outbound
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
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.
Observation 82df39b8-02c7-44e7-8b91-c77ae3509eab · outbound
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers The user request is reasonable and can be solved
Reference 82
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.
Observation 89f84fa5-412e-4c1d-85bc-e27853622b0f · outbound
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Unresolved cited work
Reference 83
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.
Observation 5fc931ab-3b60-4792-ad15-79063ebc5698 · outbound
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Unresolved cited work
Reference 84
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.
Observation 2a9fa14f-c6a7-4736-bda2-453b9ff7d76c · outbound
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers The user will send generated image outputs to you
Reference 85
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.
Observation 27ff6c11-4c2c-4ad5-bcd4-80c92d4a9cc5 · outbound
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
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.
Observation 4895ba68-460a-4386-b7f7-43715f6b3c6d · outbound
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
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.
Observation 498a132a-3b6b-41f2-a329-4223d362685c · outbound
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
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.
Observation b4190514-ff92-4e2d-9927-86a3e0760d4e · outbound
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Unresolved cited work
Reference 89
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.
Observation 63176854-c283-4e1d-85eb-edcb0f1a2989 · outbound
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Unresolved cited work
Reference 90
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.
Observation b0896fb2-e32b-4891-850d-d61a0f52eddb · outbound
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Unresolved cited work
Reference 91
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.
Observation 416435ea-7017-489a-8f19-5357a22498c7 · outbound
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Unresolved cited work
Reference 92
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.
Observation 415a04af-34a7-4dcf-a86f-362d5b6e75a8 · outbound
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Unresolved cited work
Reference 93
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.
Observation 90638342-8e75-4bcd-81f1-8ba7a0861d35 · outbound
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Unresolved cited work
Reference 94
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.
Observation 22990efa-2f71-45db-9e9c-cd384d393370 · outbound
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Unresolved cited work
Reference 95
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.
Observation 9472438d-1ccf-4f93-b5d3-cd458748d776 · outbound
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers ANSWER: D, TERMINATE
Reference 96
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.
Observation ad28f4fa-9808-41be-898a-f3e4885e5edd · outbound
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Geometry
Reference 97
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.
Observation ad027ab9-1706-4cae-8402-cc9b76c6ab9b · outbound
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
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.
Observation a3e2af7b-a6b3-4323-9f1e-cdc420eba6c0 · outbound
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
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.
Observation eb330ee7-5211-40e1-8f0e-a112f247d6a7 · outbound
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
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.
Observation 30bfaf97-e350-4bff-a51e-ecfbc2042df2 · outbound
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers - args: ('Vertical', First) - First (int): The index of the Line segment
Reference 101
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.
Observation 25b679ba-031e-40af-8304-757bed4bf10c · inbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cfa61589-0cc5-4419-94a0-46f8bb122df7 · inbound
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
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.
Observation d2790671-d591-4b42-91c2-ca635313b9c3 · inbound
CADDesigner: Conceptual CAD Model Generation with a General-Purpose Agent CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers
Reference 21
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.
Observation d6270c8a-c613-4ef6-b5ce-7620b9511c80 · inbound
CADDesigner: Conceptual CAD Model Generation with a General-Purpose Agent CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers
Reference 21
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.
Observation 830b595b-cb50-498b-a9c2-2ded29214a7f · inbound
BrepLLM: Enabling Large Language Models to Understand Boundary Representations CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0f43447c-b7d6-45ec-ae84-791274854e67 · inbound
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
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.
Observation 9cbd051e-ac26-4c3d-a35c-8e5d34b2726f · inbound
Blended Chart Surfaces: A Seamless Explicit Representation for Smooth Surface Fitting CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers
Reference 55
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.