Design Creativity Bench
Collection
Collection of Artifacts of the Design Creativity Bench by Kombai • 4 items • Updated • 12
page_id large_stringlengths 18 66 | model large_stringclasses 4
values | name large_stringlengths 12 44 | vertical large_stringclasses 69
values | horizontal large_stringclasses 10
values | objective large_stringclasses 22
values | audience large_stringclasses 12
values | shell large_stringclasses 16
values | interaction large_stringclasses 15
values | state large_stringclasses 6
values | density large_stringclasses 4
values | content_mix large_stringclasses 8
values | sections large_stringclasses 4
values | html large_stringlengths 127 153k |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
gemini_3_flash_preview/000_freight-warehousing-platform | gemini_3_flash_preview | 000_freight-warehousing-platform | freight & warehousing | platform | help someone compare a handful of options and commit to one | a field worker checking this on a laptop in bad light between jobs | a page dominated by one large piece of media with controls around it | items arranged by drag and drop, with handles visible | fully populated, with plenty of content | sparse - plenty of breathing room, few elements, each one large | an even mix of prose, data and controls | seven or more main sections | <!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Freight Platform | Assignment Comparison & Commitment</title>
<style>
:root {
/* Colors */
--color-obsidian: #0f0f0f;
-... |
gemini_3_flash_preview/001_pharma-trials-trust | gemini_3_flash_preview | 001_pharma-trials-trust | pharma/trials | trust | present a long reference document someone will read top to bottom | an executive who wants the conclusion and one number | a workspace canvas with floating panels over it | a destructive action asking for confirmation before it proceeds | fully populated, with plenty of content | extremely dense - a professional tool trading comfort for information | mostly numbers and charts | seven or more main sections | <!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Trial Integrity Report: Project NYIRAGONGO</title>
<style>
:root {
/* Colors */
--bg-canvas: #f1f5f9;
--bg-surface: #ff... |
gemini_3_flash_preview/002_banking-insights | gemini_3_flash_preview | 002_banking-insights | banking | insights | let someone search and browse a large collection to find a single item | an expert operator who lives in this screen eight hours a day | a gallery of cards, several to a row | sections behind accordions, some open and some closed | fully populated, with plenty of content | extremely dense - a professional tool trading comfort for information | an even mix of prose, data and controls | seven or more main sections | <!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>OmniSight | Institutional Banking Intelligence</title>
<style>
:root {
/* Color Palette - Deep Banking Theme */
--color-bg-base: #0... |
gemini_3_flash_preview/003_payments-insights | gemini_3_flash_preview | 003_payments-insights | payments | insights | publish an announcement people need to read and acknowledge | a field worker checking this on a laptop in bad light between jobs | a page dominated by one large piece of media with controls around it | a notification or toast visible over the content | fully populated, with plenty of content | sparse - plenty of breathing room, few elements, each one large | mostly status and state indicators | two or three main sections | <!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Gateway Insights | Field Operations</title>
<style>
:root {
/* Colors */
--color-bg: #030712;
--color-surface: #111827;... |
gemini_3_flash_preview/004_utilities-platform | gemini_3_flash_preview | 004_utilities-platform | utilities | platform | take a payment, booking or order through to confirmation | a field worker checking this on a laptop in bad light between jobs | a workspace canvas with floating panels over it | live updating content, with freshness or connection status shown | fully populated, with plenty of content | dense - as much information per screen as stays legible | mostly status and state indicators | seven or more main sections | <!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>GridOS Core | Field Operations Platform</title>
<style>
:root {
/* Colors - Toneless & High Contrast for Bad Light */
--color-canva... |
gemini_3_flash_preview/005_last-mile-customer | gemini_3_flash_preview | 005_last-mile-customer | last-mile | customer | convince a stranger this is worth their money and get them to sign up | a first-time visitor who does not yet know what this is | an embedded panel with no page chrome, meant to sit inside something else | two or three items pulled out for side-by-side comparison | fully populated, with plenty of content | dense - as much information per screen as stays legible | mostly form fields | four to six main sections | <!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>SwiftDrop | Last-Mile Service Provisioning</title>
<style>
:root {
/* Colors: Cumulonimbus / Butane / Latium palette */
--color-bra... |
gemini_3_flash_preview/006_mining-work | gemini_3_flash_preview | 006_mining-work | mining | work | let someone schedule work and see how it collides with other work | a shopper comparing this against two other open tabs | a focused single-task page with no navigation at all, just the task and a way out | a long list paginated, with the pager and a page-size control | fully populated, with plenty of content | dense - as much information per screen as stays legible | mostly lists of short items | seven or more main sections | <!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>TerraSync | Mine Operations Scheduler</title>
<style>
:root {
--color-bg-base: #0f1115;
--color-bg-surface: #1a1d23;
--... |
gemini_3_flash_preview/007_fleet-rental-files | gemini_3_flash_preview | 007_fleet-rental-files | fleet & rental | files | present one person's or one organisation's public profile | a coordinator juggling people and time | a full-bleed application with a persistent left navigation rail and a top bar | a long list paginated, with the pager and a page-size control | fully populated, with plenty of content | sparse - plenty of breathing room, few elements, each one large | mostly form fields | four to six main sections | "<!DOCTYPE html>\n<html lang=\"en\">\n<head>\n <meta charset=\"UTF-8\">\n <meta name=\"viewpor(...TRUNCATED) |
gemini_3_flash_preview/008_industrial-iot-insights | gemini_3_flash_preview | 008_industrial-iot-insights | industrial IoT | insights | hold a conversation - messages, replies, participants, history | a field worker checking this on a laptop in bad light between jobs | a gallery of cards, several to a row | two or three items pulled out for side-by-side comparison | fully populated, with plenty of content | dense - as much information per screen as stays legible | an even mix of prose, data and controls | four to six main sections | "<!DOCTYPE html>\n<html lang=\"en\">\n<head>\n <meta charset=\"UTF-8\">\n <meta name=\"viewpor(...TRUNCATED) |
gemini_3_flash_preview/009_agriculture-trust | gemini_3_flash_preview | 009_agriculture-trust | agriculture | trust | let someone search and browse a large collection to find a single item | a shopper comparing this against two other open tabs | a focused single-task page with no navigation at all, just the task and a way out | sections behind accordions, some open and some closed | fully populated, with plenty of content | extremely dense - a professional tool trading comfort for information | mostly lists of short items | four to six main sections | "<!DOCTYPE html>\n<html lang=\"en\">\n<head>\n <meta charset=\"UTF-8\">\n <meta name=\"viewpor(...TRUNCATED) |
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Design Creativity Bench - Projection Training Data
Data behind the two linear projections (Gemini and UIClip embeddings) used by Design Creativity Bench (paper, Appendix "Projection dataset, training, and metrics").
| Config | Rows | Contents |
|---|---|---|
corpus |
385 | Generated pages the dataset is built from: page_id, model, name, the design spec (vertical, horizontal, objective, audience, shell, interaction, state, density, content_mix, sections) and html |
pairs_gemini |
87,538 | Pair index of the dataset the shipped Gemini projection was trained on: element crops before/after an in-browser edit, with family, polarity (nuisance = invariant, or structural) and struct_distance |
pairs_uiclip |
105,728 | Same, for the UIClip projection |
data/briefs.json holds the vertical/horizontal brief per page name.
The pair indexes reference screenshot (jpg_*) and embedding (npy_*) paths that are not included here; rebuild them from corpus
with the projection/build_pairs.py script in the code repository.
License
MIT. Designs are outputs of commercially licensed model APIs.
Citation
@misc{rusia2026design,
author = {Rusia, Aman and Bhole, Abhijit and Gupta, Prashank and Dey, Dipanjan},
title = {Design Creativity Bench: Measuring creativity in LLM-Generated UI},
year = {2026},
publisher = {arXiv},
doi = {10.48550/ARXIV.2610.11539},
url = {https://arxiv.org/abs/2610.11539}
}
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