WebUIProof: Benchmarking WebUI Code Generators with UI-Agent Execution Harness
On the map: LLM agents and tool use → GUI and mobile agents
Abstract (arXiv)
Evaluating WebUI code generation at scale is difficult: outputs may compile and look plausible yet fail under user interaction, and prior benchmarks largely rely on free-form prompts with static checks (build success, screenshots) that miss functional correctness. We introduce WebUIProof, an execution-oriented benchmark that provides structured specifications and dense, executable interaction tests for WebUI generation across two task families: general WebUIs (e.g., dashboards, game, interactive tools) and 3D interactive simulation (e.g., particle/galaxy systems, physics dynamics). WebUIProof includes a UI-agent harness that runs executable interaction tests in a headless browser using an iterative plan--act--observe loop: it locates DOM elements, performs actions, observes resulting UI/DOM changes, and checks the specified assertions. We evaluate across eight commercial LLMs and observe frequent failures on interaction-based requirements even when pages render successfully, especially on 3D simulation interfaces. Finally, we show the UI-agent harness can provide outcome-level training signals. Training compact models (e.g., Qwen2.5 14B and MIMO 7B) with RL rewards derived from executable interaction tests improves functional completion while reducing build failures.
Key facts. No citing papers in the map yet (data through 14 Oct 2026). Placed in GUI and mobile agents, one of 16 directions in LLM agents and tool use. Builds on 10 of its 27 references that are in the map. First posted on arXiv 2 Oct 2026.
Builds on
10 of 27 references.
References · 10
- 2023SWE-bench: Can Language Models Resolve Real-World GitHub Issues?cited by 3,373
- 2023WebArena: A Realistic Web Environment for Building Autonomous Agentscited by 2,006
- 2022Competition-Level Code Generation with AlphaCodecited by 1,462
- 2021Measuring Coding Challenge Competence With APPScited by 902
- 2024WebVoyager: Building an End-to-End Web Agent with Large Multimodal Modelscited by 438
- 2024VisualWebBench: How Far Have Multimodal LLMs Evolved in Web Page Understanding and Grounding?cited by 100
- 2025DesignBench: A Comprehensive Benchmark for MLLM-based Front-end Code Generationcited by 45
- 2025ArtifactsBench: Bridging the Visual-Interactive Gap in LLM Code Generation Evaluationcited by 42
- 2025FrontendBench: A Benchmark for Evaluating LLMs on Front-End Development via Automatic Evaluationcited by 20
- 2024StackEval: Benchmarking LLMs in Coding Assistancecited by 15
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- 2025WebVIA: A Web-based Vision-Language Agentic Framework for Interactive and Verifiable UI-to-Code Generation
- 2025WebRenderBench: Enhancing Web Interface Generation through Layout-Style Consistency and Reinforcement Learning
- 2026VISTA: An End-to-End Benchmark for Visual Spec-to-Web-App Coding Agents
- 2025WorldGUI: An Interactive Benchmark for Desktop GUI Automation from Any Starting Point
- 2026WebPageBench: Event-Level Verification and Controlled UI-Variant Generation for Web Agents
- 20261D-Bench: A Benchmark for Iterative UI Code Generation with Visual Feedback in Real-World
- 2026WebGameBench: Requirement-to-Application Evaluation for Coding Agents via Browser-Native Games
- 2026Rendering-in-the-Loop: An Execution-Driven Agent for Interactive Web Development