mlsanityData to 7 Oct 2026

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

arXiv 2412.15310 ↗First posted 19 Dec 2024cs.SE cs.AI cs.IRcited by 23

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Abstract (arXiv)

Multi-page websites dominate modern web development. However, existing design-to-code methods rely on simplified assumptions, limiting to single-page, self-contained webpages without external resource connection. To address this gap, we introduce the Multi-Page Resource-Aware Webpage (MRWeb) generation task, which transforms UI designs into multi-page, functional web UIs with internal/external navigation, image loading, and backend routing. We propose a novel resource list data structure to track resources, links, and design components. Our study applies existing methods to the MRWeb problem using a newly curated dataset of 500 websites (300 synthetic, 200 real-world). Specifically, we identify the best metric to evaluate the similarity of the web UI, assess the impact of the resource list on MRWeb generation, analyze MLLM limitations, and evaluate the effectiveness of the MRWeb tool in real-world workflows. The results show that resource lists boost navigation functionality from 0% to 66%-80% while facilitating visual similarity. Our proposed metrics and evaluation framework provide new insights into MLLM performance on MRWeb tasks. We release the MRWeb tool, dataset, and evaluation framework to promote further research.

Key facts. Cited by 23 papers in the map (data through 7 Oct 2026). Builds on 13 of its 46 references that are in the map. First posted on arXiv 19 Dec 2024.

Builds on

13 of 46 references.

References · 13

  1. 2014Very Deep Convolutional Networks for Large-Scale Image Recognitioncited by 15,267
  2. 2022Chain-of-Thought Prompting Elicits Reasoning in Large Language Modelscited by 12,302
  3. 2023Teaching Large Language Models to Self-Debugcited by 963
  4. 2017Wasserstein GANcited by 635
  5. 2024Design2Code: Benchmarking Multimodal Code Generation for Automated Front-End Engineeringcited by 146
  6. 2024Unlocking the conversion of Web Screenshots into HTML Code with the WebSight Datasetcited by 126
  7. 2024Web2Code: A Large-scale Webpage-to-Code Dataset and Evaluation Framework for Multimodal LLMscited by 73
  8. 2024Interaction2Code: Benchmarking MLLM-based Interactive Webpage Code Generation from Interactive Prototypingcited by 50
  9. 2024WebCode2M: A Real-World Dataset for Code Generation from Webpage Designscited by 43
  10. 2024Automatically Generating UI Code from Screenshot: A Divide-and-Conquer-Based Approachcited by 24
  11. 2019Sketch2Code: Transformation of Sketches to UI in Real-time Using Deep Neural Networkcited by 21
  12. 2024Language Models as Compilers: Simulating Pseudocode Execution Improves Algorithmic Reasoning in Language Modelscited by 20
1 more
  1. 2024Bridging Design and Development with Automated Declarative UI Code Generationcited by 18

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2025: 13; 2026: 10.

23 papers.

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  1. 2025DesignBench: A Comprehensive Benchmark for MLLM-based Front-end Code Generationcited by 41
  2. 2025FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflowcited by 25
  3. 2025ScreenCoder: Advancing Visual-to-Code Generation for Front-End Automation via Modular Multimodal Agentscited by 23
  4. 2025Can't See the Forest for the Trees: Benchmarking Multimodal Safety Awareness for Multimodal LLMscited by 22
  5. 2025SlideCoder: Layout-aware RAG-enhanced Hierarchical Slide Generation from Designcited by 22
  6. 2025P2P: Automated Paper-to-Poster Generation and Fine-Grained Benchmarkcited by 15
  7. 2025WebGen-Agent: Enhancing Interactive Website Generation with Multi-Level Feedback and Step-Level Reinforcement Learningcited by 11
  8. 2025LaTCoder: Converting Webpage Design to Code with Layout-as-Thoughtcited by 9
  9. 2026SWE-Chain: Benchmarking Coding Agents on Chained Release-Level Package Upgradescited by 6
  10. 2025Benchmarking MLLM-based Web Understanding: Reasoning, Robustness and Safetycited by 5
  11. 2025Automatically Generating Web Applications from Requirements Via Multi-Agent Test-Driven Developmentcited by 5
  12. 2025EfficientUICoder: A Bidirectional Token Compression Framework for Efficient MLLM-Based UI Code Generationcited by 4
11 more
  1. 2026FullStack-Agent: Enhancing Agentic Full-Stack Web Coding via Development-Oriented Testing and Repository Back-Translationcited by 2
  2. 2026Cookie-Bench: Continuous On-screen Key Interaction Evaluation for Web Generationcited by 2
  3. 2025TREAT: A Code LLMs Trustworthiness / Reliability Evaluation and Testing Frameworkcited by 1
  4. 20261D-Bench: A Benchmark for Iterative UI Code Generation with Visual Feedback in Real-Worldcited by 1
  5. 2026WebGen-R1: Incentivizing Large Language Models to Generate Functional and Aesthetic Websites with Reinforcement Learningcited by 1
  6. 2026Benchmarking Multimodal LLMs on Code Generation for Complex Interactive Webpagescited by 1
  7. 2025Paper2Web: Let's Make Your Paper Alive!cited by 0
  8. 2026DOne: Decoupling Structure and Rendering for High-Fidelity Design-to-Code Generationcited by 0
  9. 2026UI2App: Benchmarking Visual Interaction Inference in Executable Web Application Generationcited by 0
  10. 2026CodeShrink: Adaptive Visual Compression for Efficient Multimodal Code Understandingcited by 0
  11. 2026Enabling Creative Exploration for Vibe Design Agentscited by 0

Similar, not cited

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  1. 2025WebRenderBench: Enhancing Web Interface Generation through Layout-Style Consistency and Reinforcement Learning
  2. 2026LongWebBench: Evaluating Structural and Functional Webpage Generation in Long-Horizon Settings
  3. 2025WebGen-V Bench: Structured Representation for Enhancing Visual Design in LLM-based Web Generation and Evaluation
  4. 2026WebCoderBench: Benchmarking Web Application Generation with Comprehensive and Interpretable Evaluation Metrics
  5. 2025MLLM-Based UI2Code Automation Guided by UI Layout Information
  6. 2026WebRISE: Requirement-Induced State Evaluation for MLLM-Generated Web Artifacts
  7. 2026GuideWeb: A Benchmark for Automatic In-App Guide Generation on Real-World Web UIs
  8. 2025WebVIA: A Web-based Vision-Language Agentic Framework for Interactive and Verifiable UI-to-Code Generation