Paper Citation Record · LEDGER

Design2Code: Benchmarking Multimodal Code Generation for Automated Front-End Engineering

As of 20 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 35 inbound Pith citation observations for arXiv:2403.03163.

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

pith.paper-citation-record.v1
2403.03163 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 35 of 35 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 35 of 35 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T10:14:44.300729Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T04:47:37.735517Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation bf4334f8-1765-4d7c-8d75-e8b1119495a1 · inbound

Cambrian-1: A Fully Open, Vision-Centric Exploration of Multimodal LLMs cites this paper.

Cambrian-1: A Fully Open, Vision-Centric Exploration of Multimodal LLMs Design2Code: Benchmarking Multimodal Code Generation for Automated Front-End Engineering

Reference 119

Resolution: verified exact; arxiv_id, observed 2026-05-17T00:05:03.679798Z

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 53c92338-e75f-4c39-8eaa-30d8e2cd88a3 · inbound

InternLM-XComposer-2.5: A Versatile Large Vision Language Model Supporting Long-Contextual Input and Output cites this paper.

InternLM-XComposer-2.5: A Versatile Large Vision Language Model Supporting Long-Contextual Input and Output Design2Code: Benchmarking Multimodal Code Generation for Automated Front-End Engineering

Reference 132

Resolution: verified exact; arxiv_id, observed 2026-05-17T10:46:28.659764Z

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 74f731f9-89a5-44c5-ad35-3bd296017724 · inbound

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

From Words to Structured Visuals: A Benchmark and Framework for Text-to-Diagram Generation and Editing Design2Code: Benchmarking Multimodal Code Generation for Automated Front-End Engineering

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-12T18:48:16.413407Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a95fe574-63cc-4bd6-90ec-2cbc93579048 · inbound

ScratchEval: Are GPT-4o Smarter than My Child? Evaluating Large Multimodal Models with Visual Programming Challenges cites this paper.

ScratchEval: Are GPT-4o Smarter than My Child? Evaluating Large Multimodal Models with Visual Programming Challenges Design2Code: Benchmarking Multimodal Code Generation for Automated Front-End Engineering

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-12T10:46:57.740670Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 29ee2280-8095-4757-9a17-d509f2a130be · inbound

An Exploratory Study of ML Sketches and Visual Code Assistants cites this paper.

An Exploratory Study of ML Sketches and Visual Code Assistants Design2Code: Benchmarking Multimodal Code Generation for Automated Front-End Engineering

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-11T13:16:19.297479Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e3e9d06f-1da1-428c-b652-8aca8ebaa361 · inbound

MetaMorph: Multimodal Understanding and Generation via Instruction Tuning cites this paper.

MetaMorph: Multimodal Understanding and Generation via Instruction Tuning Design2Code: Benchmarking Multimodal Code Generation for Automated Front-End Engineering

Reference 115

Resolution: metadata mismatch; arxiv_id, observed 2026-05-17T07:51:13.245040Z

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 5686c78b-b548-46ef-8d02-2d156e99436e · inbound

MRWeb: An Exploration of Generating Multi-Page Resource-Aware Web Code from UI Designs cites this paper.

MRWeb: An Exploration of Generating Multi-Page Resource-Aware Web Code from UI Designs Design2Code: Benchmarking Multimodal Code Generation for Automated Front-End Engineering

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-11T11:50:29.573241Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 722c9659-c802-4adf-b743-e63ba275d158 · inbound

AutoPresent: Designing Structured Visuals from Scratch cites this paper.

AutoPresent: Designing Structured Visuals from Scratch Design2Code: Benchmarking Multimodal Code Generation for Automated Front-End Engineering

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-10T22:44:31.226662Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3f2d9477-9d65-4185-8cbe-d01abad67efb · inbound

ChartCoder: Advancing Multimodal Large Language Model for Chart-to-Code Generation cites this paper.

ChartCoder: Advancing Multimodal Large Language Model for Chart-to-Code Generation Design2Code: Benchmarking Multimodal Code Generation for Automated Front-End Engineering

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-10T21:03:45.110343Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 641b435f-c8d6-4d26-aeaf-5bf8f6da3200 · inbound

Code Benchmarks Should Prioritize Rigor, Reliability, and Reproducibility cites this paper.

Code Benchmarks Should Prioritize Rigor, Reliability, and Reproducibility Design2Code: Benchmarking Multimodal Code Generation for Automated Front-End Engineering

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-10T19:04:25.978610Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06c8bb9c-18c1-40d3-8800-9754e88a9f28 · inbound

Frontend Diffusion: Empowering Self-Representation of Junior Researchers and Designers Through Multi-agent System cites this paper.

Frontend Diffusion: Empowering Self-Representation of Junior Researchers and Designers Through Multi-agent System Design2Code: Benchmarking Multimodal Code Generation for Automated Front-End Engineering

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-09T00:48:36.753703Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 41a96189-0fc3-4874-8451-008e9ba0f68d · inbound

Multimodal graph representation learning for website generation based on visual sketch cites this paper.

Multimodal graph representation learning for website generation based on visual sketch Design2Code: Benchmarking Multimodal Code Generation for Automated Front-End Engineering

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-16T10:14:44.300729Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 02ac23d5-8611-4651-9902-dfaa43ce1e86 · inbound

mrCAD: Multimodal Refinement of Computer-aided Designs cites this paper.

mrCAD: Multimodal Refinement of Computer-aided Designs Design2Code: Benchmarking Multimodal Code Generation for Automated Front-End Engineering

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-16T05:39:22.089786Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

LLM Code Customization with Visual Results: A Benchmark on TikZ cites this paper.

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 25e6d39c-11f1-47fc-9bea-6ef9d2489ce9 · inbound

UICopilot: Automating UI Synthesis via Hierarchical Code Generation from Webpage Designs cites this paper.

UICopilot: Automating UI Synthesis via Hierarchical Code Generation from Webpage Designs Design2Code: Benchmarking Multimodal Code Generation for Automated Front-End Engineering

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-15T21:26:24.286086Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 408860d3-65e3-47d2-bbf9-5cde9ba8f3a1 · inbound

P2P: Automated Paper-to-Poster Generation and Fine-Grained Benchmark cites this paper.

P2P: Automated Paper-to-Poster Generation and Fine-Grained Benchmark Design2Code: Benchmarking Multimodal Code Generation for Automated Front-End Engineering

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-07T15:23:23.715922Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 062b531e-b439-4f71-aa23-f1f97d1a4fe2 · inbound

FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow cites this paper.

FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow Design2Code: Benchmarking Multimodal Code Generation for Automated Front-End Engineering

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T14:51:16.760239Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation df3b7bd5-453f-47de-beef-0f6e6d871a74 · inbound

WebUIBench: A Comprehensive Benchmark for Evaluating Multimodal Large Language Models in WebUI-to-Code cites this paper.

WebUIBench: A Comprehensive Benchmark for Evaluating Multimodal Large Language Models in WebUI-to-Code Design2Code: Benchmarking Multimodal Code Generation for Automated Front-End Engineering

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T05:27:50.170369Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e802de17-e70a-412b-9baf-fbb4ad0e3217 · inbound

MLLM-Based UI2Code Automation Guided by UI Layout Information cites this paper.

MLLM-Based UI2Code Automation Guided by UI Layout Information Design2Code: Benchmarking Multimodal Code Generation for Automated Front-End Engineering

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T04:35:13.639871Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4886c08f-ad2b-4fd5-9f6d-722a3b402c16 · inbound

FrontendBench: A Benchmark for Evaluating LLMs on Front-End Development via Automatic Evaluation cites this paper.

FrontendBench: A Benchmark for Evaluating LLMs on Front-End Development via Automatic Evaluation Design2Code: Benchmarking Multimodal Code Generation for Automated Front-End Engineering

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:26.011848Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 97af3dd4-bb20-4ae9-a860-c80a8df9cae1 · inbound

Multilingual Multimodal Software Developer for Code Generation cites this paper.

Multilingual Multimodal Software Developer for Code Generation Design2Code: Benchmarking Multimodal Code Generation for Automated Front-End Engineering

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-06T18:18:57.315600Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7dac1be6-d391-4ee9-ad9c-64f04a0b377b · inbound

LOCOFY Large Design Models -- Design to code conversion solution cites this paper.

LOCOFY Large Design Models -- Design to code conversion solution Design2Code: Benchmarking Multimodal Code Generation for Automated Front-End Engineering

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-06T15:20:34.528671Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 933059a1-ac01-42b3-aeb1-259f3f10c72d · inbound

GameDevBench: Evaluating Agentic Capabilities Through Game Development cites this paper.

GameDevBench: Evaluating Agentic Capabilities Through Game Development Design2Code: Benchmarking Multimodal Code Generation for Automated Front-End Engineering

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-03T00:15:57.181407Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 114a31a9-339f-4c7f-87a7-eccfd5834237 · inbound

UIPress: Bringing Optical Token Compression to UI-to-Code Generation cites this paper.

UIPress: Bringing Optical Token Compression to UI-to-Code Generation Design2Code: Benchmarking Multimodal Code Generation for Automated Front-End Engineering

Reference 43

Resolution: verified exact; arxiv_id, observed 2026-05-11T07:00:59.233210Z

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 5c141a3e-4def-432a-9491-d205e1c0ec30 · inbound

OpenGame: Open Agentic Coding for Games cites this paper.

OpenGame: Open Agentic Coding for Games Design2Code: Benchmarking Multimodal Code Generation for Automated Front-End Engineering

Reference 9

Resolution: verified exact; arxiv_id, observed 2026-05-11T12:06:03.770747Z

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 f4b228ad-4a8d-459c-998a-4563b383d923 · inbound

UIBenchKit: A unified toolkit for design-to-code model evaluation cites this paper.

UIBenchKit: A unified toolkit for design-to-code model evaluation Design2Code: Benchmarking Multimodal Code Generation for Automated Front-End Engineering

Reference 9

Resolution: metadata mismatch; arxiv_id, observed 2026-05-14T18:32:34.288794Z

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 db32bd4a-aa61-4470-81eb-9c79fa7ab4fc · inbound

From Runnable to Shippable: Multi-Agent Test-Driven Development for Generating Full-Stack Web Applications from Requirements cites this paper.

From Runnable to Shippable: Multi-Agent Test-Driven Development for Generating Full-Stack Web Applications from Requirements Design2Code: Benchmarking Multimodal Code Generation for Automated Front-End Engineering

Reference 39

Resolution: verified exact; arxiv_id, observed 2026-05-19T23:22:52.231383Z

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 c5b23062-992a-491c-9671-9f633c41430a · inbound

VISTA: An End-to-End Benchmark for Visual Spec-to-Web-App Coding Agents cites this paper.

VISTA: An End-to-End Benchmark for Visual Spec-to-Web-App Coding Agents Design2Code: Benchmarking Multimodal Code Generation for Automated Front-End Engineering

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-06-30T14:54:45.658681Z

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 240feb0d-8ee6-4b33-8a81-59572948adff · inbound

HTMLCure: Turning Browser Experience into State Guided Repair for Interactive HTML cites this paper.

HTMLCure: Turning Browser Experience into State Guided Repair for Interactive HTML Design2Code: Benchmarking Multimodal Code Generation for Automated Front-End Engineering

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-06-29T16:03:34.094562Z

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 6309f0df-d405-44d5-9d1a-b8a15149339f · inbound

I-WebGenBench : Evaluating Interactivity in LLM-Generated Scientific Web Applications cites this paper.

I-WebGenBench : Evaluating Interactivity in LLM-Generated Scientific Web Applications Design2Code: Benchmarking Multimodal Code Generation for Automated Front-End Engineering

Reference 31

Resolution: verified exact; arxiv_id, observed 2026-06-28T19:42:36.266125Z

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 67f35c35-e702-4769-9579-70d3b9896ba6 · inbound

ProductWebGen: Benchmarking Multimodal Product Webpage Generation cites this paper.

ProductWebGen: Benchmarking Multimodal Product Webpage Generation Design2Code: Benchmarking Multimodal Code Generation for Automated Front-End Engineering

Reference 23

Resolution: verified exact; arxiv_id, observed 2026-07-01T21:06:14.725067Z

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 193a7523-6f7f-4a86-bbcf-1e3b0d786163 · inbound

Self-Distillation Policy Optimization via Visual Feedback: Bridging Code and Visual Artifacts cites this paper.

Self-Distillation Policy Optimization via Visual Feedback: Bridging Code and Visual Artifacts Design2Code: Benchmarking Multimodal Code Generation for Automated Front-End Engineering

Reference 27

Resolution: verified exact; arxiv_id, observed 2026-07-03T04:47:37.737732Z

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 6c6ba681-e33a-4809-b64f-156ad88b51bc · inbound

Tencent WorkBuddy Bench: A Multi-Domain Coding-Agent Benchmark with Contamination-Resistant Task Construction cites this paper.

Tencent WorkBuddy Bench: A Multi-Domain Coding-Agent Benchmark with Contamination-Resistant Task Construction Design2Code: Benchmarking Multimodal Code Generation for Automated Front-End Engineering

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-15T15:36:02.603024Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c79e55f6-e745-43e2-acdb-d0e212acd81a · inbound

Looks Right, Works Right: A Project-Level Benchmark for Multi-Screen Mobile App Generation cites this paper.

Looks Right, Works Right: A Project-Level Benchmark for Multi-Screen Mobile App Generation Design2Code: Benchmarking Multimodal Code Generation for Automated Front-End Engineering

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-03T00:53:49.898833Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 34e62154-e0f5-491b-a85f-5822f5d199e9 · inbound

LEGOUI: Designing with UI-DSL Bricks to Balance Transparency and Controllability cites this paper.

LEGOUI: Designing with UI-DSL Bricks to Balance Transparency and Controllability Design2Code: Benchmarking Multimodal Code Generation for Automated Front-End Engineering

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-15T14:45:20.503518Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.