Paper Citation Record · LEDGER

BlenderLLM: Training Large Language Models for Computer-Aided Design with Self-improvement

As of 11 August 2026, this Paper Citation Record lists 14 of 14 outbound references and 11 inbound Pith citation observations for arXiv:2412.14203.

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

pith.paper-citation-record.v1
2412.14203 v1

Coverage vector

measured 14 of 14 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T14:36:49.645979Z

measured 25 of 25 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00

measured 11 of 11 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:34:17.625110Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T03:49:29.768227Z

Reference resolution

14 of 14 outbound references displayed

verified exact0
verified fuzzy4
unresolved9
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f785b343-dc9d-4c1b-9d4b-b45d2bd5bff3 · outbound

This paper cites an unresolved cited work.

BlenderLLM: Training Large Language Models for Computer-Aided Design with Self-improvement Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:36:49.915933Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 136fcb09-72cc-46bb-addc-de82990e8d10 · outbound

This paper cites DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model.

BlenderLLM: Training Large Language Models for Computer-Aided Design with Self-improvement DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model

Reference 2

Resolution: malformed identifier; no resolver link, observed 2026-08-11T14:36:49.580244Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4ae29da3-fade-489f-a8d5-74f87a6c6bac · outbound

This paper cites color palette should be harmonious.

BlenderLLM: Training Large Language Models for Computer-Aided Design with Self-improvement color palette should be harmonious

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:36:49.886360Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 6739b254-991b-423c-a4ab-632f786f9398 · outbound

This paper cites an unresolved cited work.

BlenderLLM: Training Large Language Models for Computer-Aided Design with Self-improvement Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:36:49.900917Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 35802151-7706-497d-bf73-ac83e2a72097 · outbound

This paper cites an unresolved cited work.

BlenderLLM: Training Large Language Models for Computer-Aided Design with Self-improvement Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:36:49.870214Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation d71e8f66-44d3-45e4-b22d-da54951a0b59 · outbound

This paper cites an unresolved cited work.

BlenderLLM: Training Large Language Models for Computer-Aided Design with Self-improvement Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:36:49.853330Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 61084653-c04a-459d-8c27-f041a79e4c1c · outbound

This paper cites G.2.4 Team and Results • Annotators: 3 annotators for the annotation process and 1 members in the quality control team.

BlenderLLM: Training Large Language Models for Computer-Aided Design with Self-improvement G.2.4 Team and Results • Annotators: 3 annotators for the annotation process and 1 members in the quality control team

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:36:49.836739Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 8fb3d548-57d1-4509-bb99-33c3b5b62d81 · outbound

This paper cites an unresolved cited work.

BlenderLLM: Training Large Language Models for Computer-Aided Design with Self-improvement Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:36:49.816778Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 5fb28b0e-380d-408f-ada4-a2710d1ed846 · outbound

This paper cites an unresolved cited work.

BlenderLLM: Training Large Language Models for Computer-Aided Design with Self-improvement Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:36:49.798584Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 3c56022c-d3a2-48d4-9539-b868f5fe1b93 · outbound

This paper cites • Assign 0 points if the property appears incon- sistent or unreasonable.

BlenderLLM: Training Large Language Models for Computer-Aided Design with Self-improvement • Assign 0 points if the property appears incon- sistent or unreasonable

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:36:49.782319Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation c22b1f15-0648-4f97-9cd6-11ed659b9908 · outbound

This paper cites an unresolved cited work.

BlenderLLM: Training Large Language Models for Computer-Aided Design with Self-improvement Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:36:49.765011Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 3ae4cc62-620a-4ace-8405-19cd7e1c3d95 · outbound

This paper cites an unresolved cited work.

BlenderLLM: Training Large Language Models for Computer-Aided Design with Self-improvement Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:36:49.748542Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 95092637-57d7-4959-80c6-4df0b6381dc8 · outbound

This paper cites G.3.4 Team and Results • Annotators: 3 scoring annotators and 1 qual- ity control annotators.

BlenderLLM: Training Large Language Models for Computer-Aided Design with Self-improvement G.3.4 Team and Results • Annotators: 3 scoring annotators and 1 qual- ity control annotators

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:36:49.730111Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation c0aba2a5-4529-463f-960a-d55b2f012eec · outbound

This paper cites Language Models are Few-Shot Learners.

BlenderLLM: Training Large Language Models for Computer-Aided Design with Self-improvement Language Models are Few-Shot Learners

Reference 2020

Resolution: unresolved; no resolver link, observed 2026-08-11T14:36:49.572499Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation ee64170a-bf5e-42ae-977d-99744e3efa23 · 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 BlenderLLM: Training Large Language Models for Computer-Aided Design with Self-improvement

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T15:34:17.625110Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b275d7c-048b-4bb8-ba7f-c6a785b6330d · inbound

ToolGrad: Efficient Tool-use Dataset Generation with Textual "Gradients" cites this paper.

ToolGrad: Efficient Tool-use Dataset Generation with Textual "Gradients" BlenderLLM: Training Large Language Models for Computer-Aided Design with Self-improvement

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T00:55:36.282685Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 515036c6-2e21-4e15-ac17-19c0b7b27324 · inbound

A Survey on Evaluating Quality and Trustworthiness in LLM-Generated Data cites this paper.

A Survey on Evaluating Quality and Trustworthiness in LLM-Generated Data BlenderLLM: Training Large Language Models for Computer-Aided Design with Self-improvement

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-03T08:15:17.122921Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0d77d300-5ae1-46da-9f24-172a04e41ba0 · inbound

BlenderRAG: High-Fidelity 3D Object Generation via Retrieval-Augmented Code Synthesis cites this paper.

BlenderRAG: High-Fidelity 3D Object Generation via Retrieval-Augmented Code Synthesis BlenderLLM: Training Large Language Models for Computer-Aided Design with Self-improvement

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-05-11T15:21:06.109437Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 14c7c88b-2a3f-4cf3-9d77-c3fae50c6203 · inbound

CADBench: A Multimodal Benchmark for AI-Assisted CAD Program Generation cites this paper.

CADBench: A Multimodal Benchmark for AI-Assisted CAD Program Generation BlenderLLM: Training Large Language Models for Computer-Aided Design with Self-improvement

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-05-12T06:11:24.673924Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 8cd330fa-0b93-4681-b21c-53949e0cdf5e · inbound

CADBench: A Multimodal Benchmark for AI-Assisted CAD Program Generation cites this paper.

CADBench: A Multimodal Benchmark for AI-Assisted CAD Program Generation BlenderLLM: Training Large Language Models for Computer-Aided Design with Self-improvement

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-07-01T13:55:45.986460Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation e6912aba-2e4e-4450-a979-6663e2542185 · inbound

SceneCode: Executable World Programs for Editable Indoor Scenes with Articulated Objects cites this paper.

SceneCode: Executable World Programs for Editable Indoor Scenes with Articulated Objects BlenderLLM: Training Large Language Models for Computer-Aided Design with Self-improvement

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-05-20T06:03:05.094340Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation b657f831-6d5b-4dcb-9046-3a81fe27b7f2 · inbound

3D-CoS: A New 3D Reconstruction Paradigm Based on VLM Code Synthesis cites this paper.

3D-CoS: A New 3D Reconstruction Paradigm Based on VLM Code Synthesis BlenderLLM: Training Large Language Models for Computer-Aided Design with Self-improvement

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-07-03T04:17:36.784453Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 11c51ba0-fd34-4939-a198-228ec764fdfe · inbound

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

BIM-Edit: Benchmarking Large Language Models for IFC-Based Building Information Modeling BlenderLLM: Training Large Language Models for Computer-Aided Design with Self-improvement

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-07-04T03:49:29.770546Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation cf672ae3-6cbc-4f1b-9e9c-44d856cdb118 · inbound

GReFEM: Multimodal LLMs as Zero-Shot Semantic Assistants for Physics-Guided 3D Mesh Refinement cites this paper.

GReFEM: Multimodal LLMs as Zero-Shot Semantic Assistants for Physics-Guided 3D Mesh Refinement BlenderLLM: Training Large Language Models for Computer-Aided Design with Self-improvement

Reference 8

Resolution: unresolved; no resolver link, observed 2026-07-13T06:42:45.558324Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 55a97b66-5f05-42eb-8f70-9a4d547e87e5 · inbound

Autoregressive Modeling of Film with Applications in Video Montage cites this paper.

Autoregressive Modeling of Film with Applications in Video Montage BlenderLLM: Training Large Language Models for Computer-Aided Design with Self-improvement

Reference 85

Resolution: unresolved; no resolver link, observed 2026-08-02T01:34:22.916108Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.