Paper Citation Record · LEDGER

LLM Code Customization with Visual Results: A Benchmark on TikZ

As of 21 August 2026, this Paper Citation Record lists 46 of 46 outbound references and 0 inbound Pith citation observations for arXiv:2505.04670.

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

pith.paper-citation-record.v1
2505.04670 v2

Coverage vector

measured 46 of 46 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T23:37:38.193781Z

measured 46 of 46 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

46 of 46 outbound references displayed

verified exact3
verified fuzzy0
unresolved43
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation cfa76e85-f31e-4e32-a1d5-6c32645cc139 · outbound

This paper cites an unresolved cited work.

LLM Code Customization with Visual Results: A Benchmark on TikZ Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-15T23:37:38.008943Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1feed858-effd-4253-b3df-afeddc2c326f · outbound

This paper cites SWE-Bench+: Enhanced Coding Benchmark for LLMs.

LLM Code Customization with Visual Results: A Benchmark on TikZ SWE-Bench+: Enhanced Coding Benchmark for LLMs

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-15T23:37:38.013212Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dc48816c-25fd-45cd-a3cf-3f02916a9921 · outbound

This paper cites an unresolved cited work.

LLM Code Customization with Visual Results: A Benchmark on TikZ Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-15T23:37:38.900434Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 969ecab2-656e-4b97-ab4c-75c7a4784d91 · outbound

This paper cites Program Synthesis with Large Language Models.

LLM Code Customization with Visual Results: A Benchmark on TikZ Program Synthesis with Large Language Models

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-15T23:37:38.021431Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation caca5337-1080-419f-ab8d-94da1812ca64 · outbound

This paper cites HRS-Bench: Holistic, Reliable and Scalable Benchmark for Text-to-Image Models.

LLM Code Customization with Visual Results: A Benchmark on TikZ HRS-Bench: Holistic, Reliable and Scalable Benchmark for Text-to-Image Models

Reference 5

Resolution: verified exact; local_arxiv, observed 2026-08-15T23:37:38.735587Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation c10023ca-00b7-442a-b2d4-6c3589515d49 · outbound

This paper cites an unresolved cited work.

LLM Code Customization with Visual Results: A Benchmark on TikZ Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-15T23:37:38.887940Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 5d01ad68-59c0-49e6-aa26-eda70165da22 · outbound

This paper cites AutomaTikZ: Text-Guided Synthesis of Scientific Vector Graphics with TikZ.

LLM Code Customization with Visual Results: A Benchmark on TikZ AutomaTikZ: Text-Guided Synthesis of Scientific Vector Graphics with TikZ

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-15T23:37:38.037186Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6b1940bb-044d-4e9e-8b4d-80622d1ca6a7 · outbound

This paper cites DeTikZify: Synthesizing Graphics Programs for Scientific Figures and Sketches with TikZ.

LLM Code Customization with Visual Results: A Benchmark on TikZ DeTikZify: Synthesizing Graphics Programs for Scientific Figures and Sketches with TikZ

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-15T23:37:38.041648Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aa0cedc1-4a0c-49ff-b58e-fd52ec573e2b · outbound

This paper cites Sparks of Artificial General Intelligence: Early experiments with GPT-4.

LLM Code Customization with Visual Results: A Benchmark on TikZ Sparks of Artificial General Intelligence: Early experiments with GPT-4

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-15T23:37:38.045778Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c1e36046-45fe-489a-a52f-16e4c4f83cb6 · outbound

This paper cites Evaluating Large Language Models Trained on Code.

LLM Code Customization with Visual Results: A Benchmark on TikZ Evaluating Large Language Models Trained on Code

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-15T23:37:38.050361Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 81ea4e30-25ee-45a4-9f45-7130c0240249 · outbound

This paper cites Visual Programming for Text-to-Image Generation and Evaluation.

LLM Code Customization with Visual Results: A Benchmark on TikZ Visual Programming for Text-to-Image Generation and Evaluation

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-15T23:37:38.055241Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1b8bd94c-be4b-42b1-b478-e186d6c01f5d · outbound

This paper cites WebApp1K: A Practical Code-Generation Benchmark for Web App Development.

LLM Code Customization with Visual Results: A Benchmark on TikZ WebApp1K: A Practical Code-Generation Benchmark for Web App Development

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-15T23:37:38.059414Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f0f13949-07e3-44e8-a2f6-cacb7e06632b · outbound

This paper cites an unresolved cited work.

LLM Code Customization with Visual Results: A Benchmark on TikZ Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-15T23:37:38.876531Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 62d681c7-8a61-421c-a94e-6c7fa452c883 · outbound

This paper cites PlotGen: Multi-Agent LLM-based Scientific Data Visualization via Multimodal Feedback.

LLM Code Customization with Visual Results: A Benchmark on TikZ PlotGen: Multi-Agent LLM-based Scientific Data Visualization via Multimodal Feedback

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-15T23:37:38.067222Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 959f4ff9-837e-4538-98b5-034bd73fd473 · outbound

This paper cites PECC: Problem Extraction and Coding Challenges.

LLM Code Customization with Visual Results: A Benchmark on TikZ PECC: Problem Extraction and Coding Challenges

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-15T23:37:38.070767Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0717342c-df3f-486f-b6ef-76aa03d125a6 · outbound

This paper cites EvalMuse-40K: A Reliable and Fine-Grained Benchmark with Comprehensive Human Annotations for Text-to-Image Generation Model Evaluation.

LLM Code Customization with Visual Results: A Benchmark on TikZ EvalMuse-40K: A Reliable and Fine-Grained Benchmark with Comprehensive Human Annotations for Text-to-Image Generation Model Evaluation

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-15T23:37:38.074067Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0cec30e0-bfe6-4d85-8aa8-0ed87f4a6bd0 · outbound

This paper cites Measuring Coding Challenge Competence With APPS.

LLM Code Customization with Visual Results: A Benchmark on TikZ Measuring Coding Challenge Competence With APPS

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-15T23:37:38.077932Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d0437f9-a9ff-4ab6-b708-98cff0ae8a2a · outbound

This paper cites an unresolved cited work.

LLM Code Customization with Visual Results: A Benchmark on TikZ Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-15T23:37:38.081791Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2ccc5a17-c7e6-4996-8ee2-9efa07ea2128 · outbound

This paper cites T2I-CompBench++: An Enhanced and Comprehensive Benchmark for Compositional Text-to-image Generation.

LLM Code Customization with Visual Results: A Benchmark on TikZ T2I-CompBench++: An Enhanced and Comprehensive Benchmark for Compositional Text-to-image Generation

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-15T23:37:38.086107Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 98052884-4a7a-420b-bc72-b8297b76ac04 · outbound

This paper cites LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for Code.

LLM Code Customization with Visual Results: A Benchmark on TikZ LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for Code

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-15T23:37:38.090753Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 20e12839-7d63-4efe-90a2-210f2d9e4a18 · outbound

This paper cites SWE-bench: Can Language Models Resolve Real-World GitHub Issues?.

LLM Code Customization with Visual Results: A Benchmark on TikZ SWE-bench: Can Language Models Resolve Real-World GitHub Issues?

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-15T23:37:38.094805Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c23cb44b-7912-4d2c-b2e8-a2c2642ebaa5 · outbound

This paper cites AI Agents That Matter.

LLM Code Customization with Visual Results: A Benchmark on TikZ AI Agents That Matter

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-15T23:37:38.098773Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 891c5b50-b164-47f7-a5eb-928ad6b35dc1 · outbound

This paper cites RES-Q: Evaluating Code-Editing Large Language Model Systems at the Repository Scale.

LLM Code Customization with Visual Results: A Benchmark on TikZ RES-Q: Evaluating Code-Editing Large Language Model Systems at the Repository Scale

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-15T23:37:38.102332Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 74161ebc-9602-49b3-8c7f-682011ac77cb · outbound

This paper cites Can Language Models Replace Programmers for Coding? REPOCOD Says 'Not Yet'.

LLM Code Customization with Visual Results: A Benchmark on TikZ Can Language Models Replace Programmers for Coding? REPOCOD Says 'Not Yet'

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-15T23:37:38.106353Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9655ff43-c5f6-46da-b096-4736c5de4812 · outbound

This paper cites Large Language Model-Based Agents for Software Engineering: A Survey.

LLM Code Customization with Visual Results: A Benchmark on TikZ Large Language Model-Based Agents for Software Engineering: A Survey

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-15T23:37:38.110661Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f47dfb3a-76b2-4faf-b7c6-98bf3014fa9a · outbound

This paper cites LogoMotion: Visually-Grounded Code Synthesis for Creating and Editing Animation.

LLM Code Customization with Visual Results: A Benchmark on TikZ LogoMotion: Visually-Grounded Code Synthesis for Creating and Editing Animation

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-15T23:37:38.114437Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bf8cdb39-8ea4-4c18-bef0-a636528bb828 · outbound

This paper cites an unresolved cited work.

LLM Code Customization with Visual Results: A Benchmark on TikZ Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-15T23:37:38.118472Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ea1a1f73-7645-40d0-a54b-65bb90b2896a · outbound

This paper cites OmniParser for Pure Vision Based GUI Agent.

LLM Code Customization with Visual Results: A Benchmark on TikZ OmniParser for Pure Vision Based GUI Agent

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-15T23:37:38.122211Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation be264e6d-82bf-462a-bba0-981f23ba9b9e · outbound

This paper cites StarVector: Generating Scalable Vector Graphics Code from Images and Text.

LLM Code Customization with Visual Results: A Benchmark on TikZ StarVector: Generating Scalable Vector Graphics Code from Images and Text

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-15T23:37:38.126527Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 14c34fdd-6dd6-4f51-9dfe-d45fc9ea20cf · outbound

This paper cites Design2Code: Benchmarking Multimodal Code Generation for Automated Front-End Engineering.

LLM Code Customization with Visual Results: A Benchmark on TikZ Design2Code: Benchmarking Multimodal Code Generation for Automated Front-End Engineering

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-15T23:37:38.132054Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1ee0490c-3219-4067-883d-4a0480fb7a1b · outbound

This paper cites WebGames: Challenging General-Purpose Web-Browsing AI Agents.

LLM Code Customization with Visual Results: A Benchmark on TikZ WebGames: Challenging General-Purpose Web-Browsing AI Agents

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-15T23:37:38.136112Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bced0378-fb38-4a27-94ad-e380549a687b · outbound

This paper cites Keyframer: Empowering Animation Design using Large Language Models.

LLM Code Customization with Visual Results: A Benchmark on TikZ Keyframer: Empowering Animation Design using Large Language Models

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-15T23:37:38.140565Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 105c4edd-4137-46d1-b47f-2c00bb9d300b · outbound

This paper cites OpenHands: An Open Platform for AI Software Developers as Generalist Agents.

LLM Code Customization with Visual Results: A Benchmark on TikZ OpenHands: An Open Platform for AI Software Developers as Generalist Agents

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-15T23:37:38.144700Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8e2fb44b-728e-4ccb-b5a7-7f88b8e9b4f6 · outbound

This paper cites MCoNaLa: A Benchmark for Code Generation from Multiple Natural Languages.

LLM Code Customization with Visual Results: A Benchmark on TikZ MCoNaLa: A Benchmark for Code Generation from Multiple Natural Languages

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-15T23:37:38.148710Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 768e4cfa-6e0f-47cc-8df3-c0027a527070 · outbound

This paper cites From Words to Structured Visuals: A Benchmark and Framework for Text-to-Diagram Generation and Editing.

LLM Code Customization with Visual Results: A Benchmark on TikZ From Words to Structured Visuals: A Benchmark and Framework for Text-to-Diagram Generation and Editing

Reference 35

Resolution: verified exact; local_arxiv, observed 2026-08-15T23:37:38.318878Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation e672719a-3fe5-4e43-bcaa-31cb1702a248 · outbound

This paper cites an unresolved cited work.

LLM Code Customization with Visual Results: A Benchmark on TikZ Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-15T23:37:38.863682Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation a0e86a60-bb63-47a8-a258-bc06e832c1a3 · outbound

This paper cites an unresolved cited work.

LLM Code Customization with Visual Results: A Benchmark on TikZ Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-15T23:37:38.852648Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 266340ab-5578-40e2-b236-bb6b249683cc · outbound

This paper cites SVGFusion: A VAE-Diffusion Transformer for Vector Graphic Generation.

LLM Code Customization with Visual Results: A Benchmark on TikZ SVGFusion: A VAE-Diffusion Transformer for Vector Graphic Generation

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-15T23:37:38.165758Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e5136960-1ed4-46bd-a2f8-68cc2173895c · outbound

This paper cites SVGDreamer: Text Guided SVG Generation with Diffusion Model.

LLM Code Customization with Visual Results: A Benchmark on TikZ SVGDreamer: Text Guided SVG Generation with Diffusion Model

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-15T23:37:38.169936Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2287dc35-d5c6-4f2e-857b-44965e8c4dc0 · outbound

This paper cites DiagrammerGPT: Generating Open-Domain, Open-Platform Diagrams via LLM Planning.

LLM Code Customization with Visual Results: A Benchmark on TikZ DiagrammerGPT: Generating Open-Domain, Open-Platform Diagrams via LLM Planning

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-15T23:37:38.173860Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 17409bd0-cc91-4d87-a864-5b897fb671da · outbound

This paper cites HumanEval-V: Benchmarking High-Level Visual Reasoning with Complex Diagrams in Coding Tasks.

LLM Code Customization with Visual Results: A Benchmark on TikZ HumanEval-V: Benchmarking High-Level Visual Reasoning with Complex Diagrams in Coding Tasks

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-15T23:37:38.177904Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 637d9bd3-ecaa-4523-b503-8b2b640706f0 · outbound

This paper cites an unresolved cited work.

LLM Code Customization with Visual Results: A Benchmark on TikZ Unresolved cited work

Reference 42

Resolution: unresolved; raw_fallback, observed 2026-08-15T23:37:38.840454Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 6c60a45d-133e-47b6-ad9b-36028ea59cd5 · outbound

This paper cites Top General Performance = Top Domain Performance? DomainCodeBench: A Multi-domain Code Generation Benchmark.

LLM Code Customization with Visual Results: A Benchmark on TikZ Top General Performance = Top Domain Performance? DomainCodeBench: A Multi-domain Code Generation Benchmark

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-15T23:37:38.185745Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fd079812-62ab-4f13-a686-c9f7867091ac · outbound

This paper cites WebArena: A Realistic Web Environment for Building Autonomous Agents.

LLM Code Customization with Visual Results: A Benchmark on TikZ WebArena: A Realistic Web Environment for Building Autonomous Agents

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-15T23:37:38.189687Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f3dd0ad4-5d6b-411d-b8db-dbed75d6e397 · outbound

This paper cites BigCodeBench: Benchmarking Code Generation with Diverse Function Calls and Complex Instructions.

LLM Code Customization with Visual Results: A Benchmark on TikZ BigCodeBench: Benchmarking Code Generation with Diverse Function Calls and Complex Instructions

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-15T23:37:38.193781Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 094af73d-8bb8-402d-8ba5-1128a8c4c8dd · outbound

This paper cites arXiv:2404.00412.

LLM Code Customization with Visual Results: A Benchmark on TikZ arXiv:2404.00412

Reference 2024

Resolution: verified exact; raw_fallback, observed 2026-08-15T23:37:38.719182Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Pith citing papers

No inbound Pith citation observations are available.