Interaction-as-a-Judge
Paper • 2610.17895 • Published • 1
id stringlengths 36 36 | session_id stringlengths 36 36 | timestamp stringlengths 25 32 | category stringclasses 7
values | language stringclasses 42
values | prompt stringlengths 2 118k | model_a stringclasses 87
values | model_b stringclasses 87
values | generation_trace_a stringlengths 984 1.58M | generation_trace_b stringlengths 990 1.1M | website_a stringlengths 4.69k 661k | website_b stringlengths 4.16k 714k | winner stringclasses 2
values |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
019f8f70-4be6-78bc-8742-e6291d121b27 | 019f8f69-04a8-74a1-9868-3d2fa8536bf2 | 2026-07-23T14:45:29.190000+00:00 | brand_marketing_and_informational_websites | en | "gimme an html code for an application of word cup fifa 2030 morroco be creative use morocan colors(...TRUNCATED) | laguna-xs-2.1 | deepseek-v4-pro-thinking-webdev | "{\n \"events\": [\n {\n \"event_index\": 0,\n \"role\": \"user\",\n \"status\": (...TRUNCATED) | "{\n \"events\": [\n {\n \"event_index\": 0,\n \"role\": \"user\",\n \"status\": (...TRUNCATED) | "{\"files\": [{\"path\": \"index.html\", \"content\": \"<!doctype html>\\n<html lang=\\\"en\\\">\\n (...TRUNCATED) | "{\"files\": [{\"path\": \"index.html\", \"content\": \"<!doctype html>\\n<html lang=\\\"en\\\">\\n (...TRUNCATED) | model_b |
019f8231-0bd8-7835-b65d-34ab230cb6a7 | 019f8230-a36d-7d23-a189-e2432e987c26 | 2026-07-21T01:01:20.216000+00:00 | brand_marketing_and_informational_websites | en | "خد شغل ده كما هو ب ملي تمام بس غير اسمه الي ORVEXAده اسم مو(...TRUNCATED) | private-9 | gpt-5.5-high-webdev | "{\n \"events\": [\n {\n \"event_index\": 0,\n \"role\": \"user\",\n \"status\": (...TRUNCATED) | "{\n \"events\": [\n {\n \"event_index\": 0,\n \"role\": \"user\",\n \"status\": (...TRUNCATED) | "{\"files\": [{\"path\": \"index.html\", \"content\": \"<!doctype html>\\n<html lang=\\\"ar\\\" dir=(...TRUNCATED) | "{\"files\": [{\"path\": \"index.html\", \"content\": \"<!doctype html>\\n<html lang=\\\"ar\\\" dir=(...TRUNCATED) | model_a |
019fa9d5-0559-74f5-8ac7-a499b03ac202 | 019fa9d4-70ce-71ac-807e-ea537e820bad | 2026-07-28T17:45:37.881000+00:00 | brand_marketing_and_informational_websites | en | "# SYSTEM ROLE\n\n\n\nYou are no longer an AI assistant.\n\n\n\nYou are an elite digital product stu(...TRUNCATED) | private-3 | qwen3.6-27b | "{\n \"events\": [\n {\n \"event_index\": 0,\n \"role\": \"user\",\n \"status\": (...TRUNCATED) | "{\n \"events\": [\n {\n \"event_index\": 0,\n \"role\": \"user\",\n \"status\": (...TRUNCATED) | "{\"files\": [{\"path\": \"index.html\", \"content\": \"<!doctype html>\\n<html lang=\\\"en\\\">\\n (...TRUNCATED) | "{\"files\": [{\"path\": \"index.html\", \"content\": \"<!doctype html>\\n<html lang=\\\"en\\\">\\n (...TRUNCATED) | model_a |
019f84f9-b1ec-71e3-8d26-d476e116cdbb | 019f84f6-ff2c-72fb-973c-b45fb7c8a9c0 | 2026-07-21T13:59:44.364000+00:00 | brand_marketing_and_informational_websites | id | "buatkan aku website kelas X PPLG 1 sekolah SMK Negeri 7 Pekanbaru, incloud beranda, struktur kelas,(...TRUNCATED) | private-1 | kimi-k2.5-webdev | "{\n \"events\": [\n {\n \"event_index\": 0,\n \"role\": \"user\",\n \"status\": (...TRUNCATED) | "{\n \"events\": [\n {\n \"event_index\": 0,\n \"role\": \"user\",\n \"status\": (...TRUNCATED) | "{\"files\": [{\"path\": \"index.html\", \"content\": \"<!doctype html>\\n<html lang=\\\"id\\\">\\n (...TRUNCATED) | "{\"files\": [{\"path\": \"index.html\", \"content\": \"<!doctype html>\\n<html lang=\\\"id\\\">\\n (...TRUNCATED) | model_a |
019f9473-b1e1-743c-a2f8-c25d827d8c01 | 019f9472-7074-7d83-b2b4-64fba5b4a9bf | 2026-07-24T14:07:17.985000+00:00 | brand_marketing_and_informational_websites | en | "Create a premium, modern, conversion-focused landing page for youness design targeting morocco , wi(...TRUNCATED) | grok-4.3-webdev | deepseek-v4-pro-webdev | "{\n \"events\": [\n {\n \"event_index\": 0,\n \"role\": \"user\",\n \"status\": (...TRUNCATED) | "{\"events\": [{\"event_index\": 0, \"role\": \"user\", \"status\": \"success\", \"failure_reason\":(...TRUNCATED) | "{\"files\": [{\"path\": \"index.html\", \"content\": \"<!doctype html>\\n<html lang=\\\"en\\\">\\n (...TRUNCATED) | "{\"files\": [{\"path\": \"index.html\", \"content\": \"<!doctype html>\\n<html lang=\\\"en\\\" clas(...TRUNCATED) | model_b |
019f651f-0119-7535-ba82-87bbf0aa8377 | 019f651e-26e6-76bd-92df-71ba3d7f1c14 | 2026-07-15T09:32:38.553000+00:00 | brand_marketing_and_informational_websites | en | "Create a premium, modern, conversion-focused landing page for Pelsseyon VFX Studio targeting Visual(...TRUNCATED) | claude-sonnet-5-webdev | glm-5.1-code | "{\n \"events\": [\n {\n \"event_index\": 0,\n \"role\": \"user\",\n \"status\": (...TRUNCATED) | "{\n \"events\": [\n {\n \"event_index\": 0,\n \"role\": \"user\",\n \"status\": (...TRUNCATED) | "{\"files\": [{\"path\": \"index.html\", \"content\": \"<!doctype html>\\n<html lang=\\\"en\\\">\\n (...TRUNCATED) | "{\"files\": [{\"path\": \"index.html\", \"content\": \"<!doctype html>\\n<html lang=\\\"en\\\">\\n (...TRUNCATED) | model_a |
019f7569-4651-76cd-9a5c-dcba4920137c | 019f7565-d513-7068-bd68-414df8b1796b | 2026-07-18T13:27:41.393000+00:00 | brand_marketing_and_informational_websites | en | "Premium Homepage Prompt for ZionReviews.com\n\nCreate a premium, editorial-style homepage for ZionR(...TRUNCATED) | gpt-5.5-high-webdev | gemini-3.5-flash | "{\n \"events\": [\n {\n \"event_index\": 0,\n \"role\": \"user\",\n \"status\": (...TRUNCATED) | "{\n \"events\": [\n {\n \"event_index\": 0,\n \"role\": \"user\",\n \"status\": (...TRUNCATED) | "{\"files\": [{\"path\": \"index.html\", \"content\": \"<!doctype html>\\n<html lang=\\\"en\\\">\\n (...TRUNCATED) | "{\"files\": [{\"path\": \"index.html\", \"content\": \"<!doctype html>\\n<html lang=\\\"en\\\" clas(...TRUNCATED) | model_b |
019f6da4-9593-7830-ab66-81bfa4ec4c8c | 019f6da4-5ae6-75bc-9923-21fc02debd3a | 2026-07-17T01:15:30.579000+00:00 | brand_marketing_and_informational_websites | en | "FIRST CITY DENTISTRY\nPremium Website Build Outline\n\nModern • Premium • Conversion-Focused (...TRUNCATED) | private-12 | minimax-m2.7 | "{\n \"events\": [\n {\n \"event_index\": 0,\n \"role\": \"user\",\n \"status\": (...TRUNCATED) | "{\n \"events\": [\n {\n \"event_index\": 0,\n \"role\": \"user\",\n \"status\": (...TRUNCATED) | "{\"files\": [{\"path\": \"index.html\", \"content\": \"<!doctype html>\\n<html lang=\\\"en\\\">\\n (...TRUNCATED) | "{\"files\": [{\"path\": \"SPEC.md\", \"content\": \"# First City Dentistry - Premium Website Specif(...TRUNCATED) | model_a |
019fb2db-9e7f-779c-aa5e-22979c772eb2 | 019fb2db-8e45-7f79-9fab-e81e7a71d56b | 2026-07-30T11:49:25.247000+00:00 | brand_marketing_and_informational_websites | ru | "Создай полноценный футуристический веб-сайт 2050 года. (...TRUNCATED) | private-4 | private-11 | "{\n \"events\": [\n {\n \"event_index\": 0,\n \"role\": \"user\",\n \"status\": (...TRUNCATED) | "{\n \"events\": [\n {\n \"event_index\": 0,\n \"role\": \"user\",\n \"status\": (...TRUNCATED) | "{\"files\": [{\"path\": \"index.html\", \"content\": \"<!doctype html>\\n<html lang=\\\"ru\\\">\\n (...TRUNCATED) | "{\"files\": [{\"path\": \"index.html\", \"content\": \"<!doctype html>\\n<html lang=\\\"en\\\">\\n (...TRUNCATED) | model_a |
019f6b65-2dd6-79bf-824c-8ff19b275422 | 019f6b64-4b18-701b-b256-e144155353d2 | 2026-07-16T14:47:00.822000+00:00 | brand_marketing_and_informational_websites | en | "You are an expert UX/UI designer and frontend developer specializing in fintech applications. Your (...TRUNCATED) | gpt-5.6-sol-xhigh-webdev | gpt-5.5-webdev | "{\n \"events\": [\n {\n \"event_index\": 0,\n \"role\": \"user\",\n \"status\": (...TRUNCATED) | "{\n \"events\": [\n {\n \"event_index\": 0,\n \"role\": \"user\",\n \"status\": (...TRUNCATED) | "{\"files\": [{\"path\": \"README.md\", \"content\": \"# CardNova\\n\\nCardNova is a responsive cred(...TRUNCATED) | "{\"files\": [{\"path\": \"README.md\", \"content\": \"# CardNova\\n\\nCardNova is a responsive fint(...TRUNCATED) | model_a |
6,390 pairwise web-development battles from Arena.
| Column | Description |
|---|---|
id |
row id |
session_id |
Arena session id |
timestamp |
UTC time the session started |
category |
application category |
language |
language of the prompt |
prompt |
the user's request |
model_a, model_b |
the two models compared |
generation_trace_a, generation_trace_b |
each model's full agentic build trace (reasoning, tool calls, tool results) |
website_a, website_b |
each model's final website source files |
winner |
the user's vote: model_a or model_b |
The dataset was run through PII de-identification.
User prompts are licensed under CC-BY-4.0, and model outputs are governed by the terms of use set by the respective model providers.
@misc{chi2026interaction,
title={Interaction-as-a-Judge},
author={Wayne Chi and I-Hung Hsu and Li Chen and Wei-Lin Chiang and Ion Stoica and Anastasios Nikolas Angelopoulos and Ameet Talwalkar and Chris Donahue and Cho-Jui Hsieh},
year={2026},
eprint={2610.17895},
archivePrefix={arXiv},
primaryClass={cs.LG}
}