Paper Citation Record · LEDGER

FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow

As of 7 August 2026, this Paper Citation Record lists 74 of 74 outbound references and 6 inbound Pith citation observations for arXiv:2505.17399.

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

pith.paper-citation-record.v1
2505.17399 v2

Coverage vector

measured 74 of 74 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:51:21.788563Z

measured 80 of 80 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T14:41:00.298405Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T17:38:44.066791Z

Reference resolution

74 of 74 outbound references displayed

verified exact0
verified fuzzy32
unresolved42
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 7e075b6a-7554-4414-992c-ea74792562c8 · outbound

This paper cites Iw-bench: Evaluating large multimodal models for converting image-to-web,.

FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow Iw-bench: Evaluating large multimodal models for converting image-to-web,

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T14:51:15.063781Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e1cd092-dfa5-4dee-ae34-bf5f69fe036c · outbound

This paper cites Webcode2m: A real-world dataset for code generation from webpage designs,.

FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow Webcode2m: A real-world dataset for code generation from webpage designs,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:51:31.849235Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 33596005-9424-4b19-b4a8-154f70a09e0c · outbound

This paper cites WebQuest: A Benchmark for Multimodal QA on Web Page Sequences.

FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow WebQuest: A Benchmark for Multimodal QA on Web Page Sequences

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T14:51:15.242061Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eefdaa24-fb9a-4e75-97e5-d2bb1fb77f54 · outbound

This paper cites Webqa: Multihop and multimodal qa,.

FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow Webqa: Multihop and multimodal qa,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:51:31.558982Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation aee9c50f-301c-422c-a0e9-c4ea683ba5fb · outbound

This paper cites WorldGUI: An Interactive Benchmark for Desktop GUI Automation from Any Starting Point.

FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow WorldGUI: An Interactive Benchmark for Desktop GUI Automation from Any Starting Point

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T14:51:15.355250Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bc856b5b-ca78-4a9d-a8bd-0fe7a188a279 · outbound

This paper cites OS-Copilot: Towards Generalist Computer Agents with Self-Improvement.

FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow OS-Copilot: Towards Generalist Computer Agents with Self-Improvement

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T14:51:15.449559Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e4dd0061-d5ec-495e-a8dc-0e54006fc424 · outbound

This paper cites Cradle: Empowering Foundation Agents Towards General Computer Control.

FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow Cradle: Empowering Foundation Agents Towards General Computer Control

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T14:51:15.538103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fe2f2f7c-6e10-45c5-9c80-ab28d4e8458f · outbound

This paper cites Mobile-Agent-E: Self-Evolving Mobile Assistant for Complex Tasks.

FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow Mobile-Agent-E: Self-Evolving Mobile Assistant for Complex Tasks

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T14:51:15.634130Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4488054a-7245-40f2-b8e0-d417ff4b4150 · outbound

This paper cites GPT-4V(ision) is a Generalist Web Agent, if Grounded.

FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow GPT-4V(ision) is a Generalist Web Agent, if Grounded

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T14:51:15.708954Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6e5827ed-f7c7-444a-bae6-7a7f31610d8b · outbound

This paper cites AssistantBench: Can Web Agents Solve Realistic and Time-Consuming Tasks?.

FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow AssistantBench: Can Web Agents Solve Realistic and Time-Consuming Tasks?

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T14:51:15.797668Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e0b6cd34-77f3-4f9a-81ff-29792e4129db · outbound

This paper cites SeeClick: Harnessing GUI Grounding for Advanced Visual GUI Agents.

FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow SeeClick: Harnessing GUI Grounding for Advanced Visual GUI Agents

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T14:51:15.868994Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed58b594-63e5-444c-b8d2-40c9a1e319eb · outbound

This paper cites Mind2web: Towards a generalist agent for the web,.

FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow Mind2web: Towards a generalist agent for the web,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T14:51:15.947449Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f5499312-7df0-43ae-86fc-b249ea90bfdd · outbound

This paper cites WinClick: GUI Grounding with Multimodal Large Language Models.

FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow WinClick: GUI Grounding with Multimodal Large Language Models

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T14:51:16.035850Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4bc020e0-1564-41cc-bebd-3731ff1d87e7 · outbound

This paper cites Gui- world: A dataset for gui-oriented multimodal llm-based agents,.

FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow Gui- world: A dataset for gui-oriented multimodal llm-based agents,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:51:31.242853Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation c8ef36cf-cf88-451d-bfd8-dcef585bc133 · outbound

This paper cites GUICourse: From General Vision Language Models to Versatile GUI Agents.

FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow GUICourse: From General Vision Language Models to Versatile GUI Agents

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T14:51:16.221918Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7b22a239-9ae0-4095-bb34-fed954fe4da3 · outbound

This paper cites WebSRC: A Dataset for Web-Based Structural Reading Comprehension.

FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow WebSRC: A Dataset for Web-Based Structural Reading Comprehension

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T14:51:16.307691Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4936694c-0f25-4f74-b84e-90d957e77f11 · outbound

This paper cites WebWalker: Benchmarking LLMs in Web Traversal.

FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow WebWalker: Benchmarking LLMs in Web Traversal

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T14:51:16.385377Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 13c6dd49-fa38-4685-86aa-7bee9f02578a · outbound

This paper cites Can MLLMs Reason in Multimodality? EMMA: An Enhanced MultiModal ReAsoning Benchmark.

FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow Can MLLMs Reason in Multimodality? EMMA: An Enhanced MultiModal ReAsoning Benchmark

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T14:51:16.478809Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e530b0b-289e-4da4-9b61-5108cf9ac50f · outbound

This paper cites Screen2words: Automatic mobile ui summarization with multimodal learning,.

FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow Screen2words: Automatic mobile ui summarization with multimodal learning,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:51:30.961695Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation c2c3d76d-d054-49be-a60d-cadda5bc6f84 · outbound

This paper cites VisualWebBench: How Far Have Multimodal LLMs Evolved in Web Page Understanding and Grounding?.

FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow VisualWebBench: How Far Have Multimodal LLMs Evolved in Web Page Understanding and Grounding?

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T14:51:16.682325Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

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

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 4ed54268-ddfb-4b26-ae0a-307f7854651e · outbound

This paper cites Web2Code: A Large-scale Webpage-to-Code Dataset and Evaluation Framework for Multimodal LLMs.

FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow Web2Code: A Large-scale Webpage-to-Code Dataset and Evaluation Framework for Multimodal LLMs

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T14:51:16.861818Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 44d224b1-f8b2-40f6-bd84-fe5bf4513db9 · outbound

This paper cites Unlocking the conversion of Web Screenshots into HTML Code with the WebSight Dataset.

FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow Unlocking the conversion of Web Screenshots into HTML Code with the WebSight Dataset

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T14:51:16.976316Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e41db3a0-2322-47b9-a308-220d825a36a1 · outbound

This paper cites pix2code: Generating code from a graphical user interface screenshot,.

FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow pix2code: Generating code from a graphical user interface screenshot,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:51:30.718234Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 1e309d18-f54c-42ad-aa29-8feed60d1237 · outbound

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

FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow MRWeb: An Exploration of Generating Multi-Page Resource-Aware Web Code from UI Designs

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T14:51:17.198985Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a7049662-687d-4d5c-92b0-bf0e47bfec66 · outbound

This paper cites Interaction2code: How far are we from automatic interactive webpage generation?.

FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow Interaction2code: How far are we from automatic interactive webpage generation?

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T14:51:17.282919Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3ba3270e-12ce-407a-bd1a-0d6ea3aa71bf · outbound

This paper cites Navigating the Digital World as Humans Do: Universal Visual Grounding for GUI Agents.

FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow Navigating the Digital World as Humans Do: Universal Visual Grounding for GUI Agents

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T14:51:17.362371Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4ac3c5ce-8833-4703-a0bf-eef004c453d9 · outbound

This paper cites Hello gpt-4o,.

FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow Hello gpt-4o,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:51:30.469247Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 00b666db-8675-43c3-b3de-17e8aa335f37 · outbound

This paper cites OmniParser for Pure Vision Based GUI Agent.

FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow OmniParser for Pure Vision Based GUI Agent

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T14:51:17.576781Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bf440e27-b60e-49c8-b5ce-3eea4822ea47 · outbound

This paper cites Common crawl datasets,.

FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow Common crawl datasets,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:51:30.241623Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 55d03893-a7fa-409a-a84d-061081f79fd6 · outbound

This paper cites Learning transferable visual models from natural language supervi- sion,.

FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow Learning transferable visual models from natural language supervi- sion,

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T14:51:17.803090Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d80399e2-2999-44ba-ae6f-0e47a76ac3d9 · outbound

This paper cites an unresolved cited work.

FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:51:30.083860Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 9d73f80a-d3f0-4ace-bcc3-b9967346b66d · outbound

This paper cites Qwen2.5-VL Technical Report.

FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow Qwen2.5-VL Technical Report

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T14:51:18.017730Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 917cbe05-127a-47dd-8b36-ba927934ca76 · outbound

This paper cites Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling.

FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T14:51:18.119095Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 239bc833-9097-451a-a98d-d3e16827e969 · outbound

This paper cites InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models.

FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T14:51:18.223323Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 609a87a2-ed82-41cd-ba39-d9eec14ba700 · outbound

This paper cites LLaVA-OneVision: Easy Visual Task Transfer.

FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow LLaVA-OneVision: Easy Visual Task Transfer

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-07T14:51:18.338920Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation edb92f9f-d01b-47c6-842e-8a40a800a945 · outbound

This paper cites Claude 3.7 sonnet and claude code,.

FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow Claude 3.7 sonnet and claude code,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:51:29.941789Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation c7f85011-adc8-4446-8919-fd68d58e82f3 · outbound

This paper cites Gemini 2.5 flash,.

FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow Gemini 2.5 flash,

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:51:29.827413Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 9ba82203-708c-48d9-949f-3aa211d2f342 · outbound

This paper cites Introducing openai o3 and o4-mini,.

FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow Introducing openai o3 and o4-mini,

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:51:29.698825Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 32a6d0f4-b9c9-4473-8cd8-c44923794c89 · outbound

This paper cites Introducing gpt-4.1 in the api,.

FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow Introducing gpt-4.1 in the api,

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:51:29.587173Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation c2f87b70-6445-4385-b0e4-2ea5afca82c6 · outbound

This paper cites Learning to reason with llms,.

FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow Learning to reason with llms,

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:51:29.419168Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 70de87a8-dfd2-46a8-aaab-09727735fea1 · outbound

This paper cites Gemini 2.5: Our most intelligent ai model,.

FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow Gemini 2.5: Our most intelligent ai model,

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:51:29.232270Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 909f35f5-ccd6-465d-bfd6-a259719b6452 · outbound

This paper cites Experiment with gemini 2.0 flash native image genera- tion,.

FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow Experiment with gemini 2.0 flash native image genera- tion,

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:51:29.080834Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 51e1cf82-4cbf-47c7-aa7b-1743a54a6c67 · outbound

This paper cites Requires aria-expanded attribute toggling and specific dropdown selectors.

FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow Requires aria-expanded attribute toggling and specific dropdown selectors

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:51:28.898011Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 9f94a804-b651-4534-afd0-c47d68813ee3 · outbound

This paper cites checkbox.

FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow checkbox

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:51:28.686124Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 50c862c2-93bf-4885-9dea-8f0a74fa1847 · outbound

This paper cites an unresolved cited work.

FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow Unresolved cited work

Reference 46

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:51:28.503873Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation d543e532-477e-4573-806a-f9e82cbb8777 · outbound

This paper cites The modal must match specific selectors like .modal or [aria-modal=’true’].

FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow The modal must match specific selectors like .modal or [aria-modal=’true’]

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:51:28.188845Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation a7eb254a-36e2-425a-ba83-7fdbc55074ac · outbound

This paper cites The tooltip must adhere to specified class names or attributes (e.g., .tooltip, [role=’tooltip’]).

FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow The tooltip must adhere to specified class names or attributes (e.g., .tooltip, [role=’tooltip’])

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:51:27.851193Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 7400c35a-4842-44f2-946e-7092fccd5c5e · outbound

This paper cites an unresolved cited work.

FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow Unresolved cited work

Reference 49

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:51:27.513638Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation d4b1400b-8d4f-41ae-ae41-23f3982e0365 · outbound

This paper cites an unresolved cited work.

FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow Unresolved cited work

Reference 50

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:51:27.286007Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation a7443efb-807c-44b6-bb6f-cac25d601558 · outbound

This paper cites an unresolved cited work.

FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow Unresolved cited work

Reference 51

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:51:27.028137Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 03a80b3d-1a2d-4859-9b39-8757d2ffd8b0 · outbound

This paper cites underline.

FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow underline

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:51:26.775925Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 5be33241-084a-4c06-8397-b607cef1e6dd · outbound

This paper cites an unresolved cited work.

FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow Unresolved cited work

Reference 53

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:51:26.512685Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 49c694ba-67f1-4b57-9e53-7091df6c9090 · outbound

This paper cites It also considers if these reproduced elements are styled identically to the original in terms of appearance (e.g., color, shape, visual effects).

FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow It also considers if these reproduced elements are styled identically to the original in terms of appearance (e.g., color, shape, visual effects)

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:51:26.283477Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ebf92e15-5980-41f1-bbed-0d8f4a258e13 · outbound

This paper cites • Score 10: All elements maintain exact proportions and sizes relative to each other and the overall page, as in the original.

FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow • Score 10: All elements maintain exact proportions and sizes relative to each other and the overall page, as in the original

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:51:25.943326Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 57fae60c-70a6-4cb9-af9b-0eb165f5cbe4 · outbound

This paper cites an unresolved cited work.

FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow Unresolved cited work

Reference 56

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:51:25.626395Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation fc34b6aa-bbd5-470d-89ec-5bc8997d5c56 · outbound

This paper cites • Score 10: All elements exhibit perfect alignment and spacing as per the original design.

FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow • Score 10: All elements exhibit perfect alignment and spacing as per the original design

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:51:25.288132Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 5c372f69-d4fc-40a0-9c2c-de47296d8204 · outbound

This paper cites an unresolved cited work.

FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow Unresolved cited work

Reference 58

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:51:24.903446Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 472d51ce-39cc-43fe-81e5-15165af734a2 · outbound

This paper cites • Score 10: All colors, including background, text, and element colors, are identical to the original design.

FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow • Score 10: All colors, including background, text, and element colors, are identical to the original design

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:51:24.631168Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 425cbbe2-f30f-492f-8d38-fab30232d463 · outbound

This paper cites look and feel.

FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow look and feel

Reference 60

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:51:24.533628Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 5f344569-5271-46bb-8bcf-d3850ecf20c2 · outbound

This paper cites • Score 10: All text attributes (font, size, spacing, color, alignment, etc.) are identical to the original.

FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow • Score 10: All text attributes (font, size, spacing, color, alignment, etc.) are identical to the original

Reference 61

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:51:24.340101Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 9d30bccd-d6e5-4ac0-9c3b-a3de24f823a0 · outbound

This paper cites • Score 10: All main textual content is identical to the original.

FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow • Score 10: All main textual content is identical to the original

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:51:24.202229Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 07e359a3-e05c-4a7f-aae5-e87f94abcc10 · outbound

This paper cites • Score 10: The generated page perfectly represents the same content, information, and intent as the original.

FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow • Score 10: The generated page perfectly represents the same content, information, and intent as the original

Reference 63

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:51:24.024822Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 6b88f595-43d9-4045-ae1a-d7996f98b227 · outbound

This paper cites an unresolved cited work.

FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow Unresolved cited work

Reference 64

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:51:23.886630Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 8027f343-c761-4ae4-8f7a-30c9bec0f2b0 · outbound

This paper cites For each type, corresponding elements are identified and compared.

FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow For each type, corresponding elements are identified and compared

Reference 65

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:51:23.734641Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 2532c56d-1154-4f14-bffd-38aa6faa25d6 · outbound

This paper cites an unresolved cited work.

FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow Unresolved cited work

Reference 66

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:51:23.601418Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation aebfb249-4beb-43fc-8c28-5c75b6985114 · outbound

This paper cites Each property p has a weight wp.

FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow Each property p has a weight wp

Reference 67

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:51:23.425186Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 682d2f01-a10b-4b94-8393-d67847e402de · outbound

This paper cites an unresolved cited work.

FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow Unresolved cited work

Reference 68

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:51:23.204907Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f446a07c-d8c5-4551-9653-a46f84835db2 · outbound

This paper cites an unresolved cited work.

FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow Unresolved cited work

Reference 69

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:51:23.095180Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 224aff3f-d7f9-468e-8b20-4b332f852267 · outbound

This paper cites The average Simimage is calculated over all matched image elements.

FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow The average Simimage is calculated over all matched image elements

Reference 70

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:51:22.954882Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation bfb8bb42-3185-4515-b975-249614f3156c · outbound

This paper cites an unresolved cited work.

FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow Unresolved cited work

Reference 71

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:51:22.821614Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 7fc1fab4-ae12-4ef7-8d4f-c1fdf0732179 · outbound

This paper cites an unresolved cited work.

FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow Unresolved cited work

Reference 72

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:51:22.621133Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 3a1879e7-34b9-4483-a893-8c4c8c5a1eb6 · outbound

This paper cites Label Webpage.

FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow Label Webpage

Reference 73

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:51:22.468672Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation fd538807-a8f7-4ed8-8e15-adacb669d134 · outbound

This paper cites Label Webpage.

FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow Label Webpage

Reference 74

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:51:22.304486Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Pith citing papers

Observation f44f3ef9-fadc-4a67-a9a8-b92739647cc3 · inbound

LH-Bench: Skill-Grounded Evaluation of Long-Horizon Agents on Subjective Enterprise Tasks cites this paper.

LH-Bench: Skill-Grounded Evaluation of Long-Horizon Agents on Subjective Enterprise Tasks FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow

Reference 23

Resolution: unresolved; no resolver link, observed 2026-07-13T20:08:17.066898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 712fc684-d9a3-4ad4-b37c-8883c6b06287 · inbound

MM-WebAgent: A Hierarchical Multimodal Web Agent for Webpage Generation cites this paper.

MM-WebAgent: A Hierarchical Multimodal Web Agent for Webpage Generation FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow

Reference 25

Resolution: verified exact; arxiv_id, observed 2026-05-10T11:40:19.240484Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 194d1a5a-1427-4181-bbf3-abbb5877bf21 · 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 FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow

Reference 18

Resolution: metadata mismatch; arxiv_id, observed 2026-06-29T16:03:34.063989Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 641887d6-c886-44db-aa80-13e1e91556ec · inbound

Cookie-Bench: Continuous On-screen Key Interaction Evaluation for Web Generation cites this paper.

Cookie-Bench: Continuous On-screen Key Interaction Evaluation for Web Generation FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow

Reference 30

Resolution: verified exact; arxiv_id, observed 2026-06-29T08:53:16.527879Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b5da9a5b-02e7-47fb-9485-57ee580d3242 · inbound

Beyond NL2Code: A Structured Survey of Multimodal Code Intelligence cites this paper.

Beyond NL2Code: A Structured Survey of Multimodal Code Intelligence FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow

Reference 70

Resolution: metadata mismatch; arxiv_id, observed 2026-07-03T17:38:44.068267Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 410f71d2-ffcb-468e-9f34-1d8511411d8d · inbound

Pattern over Pixels: Measuring Pattern Completion Bias in Multimodal Code Generation cites this paper.

Pattern over Pixels: Measuring Pattern Completion Bias in Multimodal Code Generation FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-05T14:41:00.298405Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.