Interaction-as-a-Judge
Paper • 2610.17895 • Published • 1
id stringlengths 39 59 | session_id stringlengths 36 36 | timestamp stringlengths 32 32 | category stringclasses 1
value | language stringclasses 4
values | prompt stringlengths 2 143k | complaint stringlengths 20 2.25k | requirements stringlengths 132 3.48k | turn_index int64 2 108 | artifact_turn_index int64 1 108 | generation_trace stringlengths 87.2k 17.1M | website stringlengths 9.26k 66.2M | assets_json stringlengths 2 16.5k | label stringclasses 2
values |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
019e9887-f17c-79d0-8fd9-a09f8b77c32c::3 | 019e9887-f17c-79d0-8fd9-a09f8b77c32c | 2026-06-05T16:05:06.556000+00:00 | gaming | en | "create a 2d metroidvania with cool pixel art, a long gameplay session, cool effects, lots of enemie(...TRUNCATED) | u destroyed the system where the player can stand on the platforms | "[{\"requirement_id\": \"P3_R1\", \"category\": \"functional\", \"requirement\": \"The player must b(...TRUNCATED) | 3 | 2 | "{\n \"events\": [\n {\n \"id\": \"019e9887-ed9c-76c7-a587-581845a9c304\",\n \"session(...TRUNCATED) | "[{\"path\": \"metroidvania/index.html\", \"content\": \"<!DOCTYPE html>\\n<html lang=\\\"en\\\">\\n(...TRUNCATED) | [] | broken |
019e9887-f17c-79d0-8fd9-a09f8b77c32c::3#fixednext:P3_R1 | 019e9887-f17c-79d0-8fd9-a09f8b77c32c | 2026-06-05T16:05:06.556000+00:00 | gaming | en | "create a 2d metroidvania with cool pixel art, a long gameplay session, cool effects, lots of enemie(...TRUNCATED) | u destroyed the system where the player can stand on the platforms | "[{\"requirement_id\": \"P3_R1\", \"category\": \"functional\", \"requirement\": \"The player must b(...TRUNCATED) | 3 | 3 | "{\n \"events\": [\n {\n \"id\": \"019e9887-ed9c-76c7-a587-581845a9c304\",\n \"session(...TRUNCATED) | "[{\"path\": \"metroidvania/index.html\", \"content\": \"<!DOCTYPE html>\\n<html lang=\\\"en\\\">\\n(...TRUNCATED) | [] | working |
019e9887-f17c-79d0-8fd9-a09f8b77c32c::7#fixed:P3_R1 | 019e9887-f17c-79d0-8fd9-a09f8b77c32c | 2026-06-05T16:05:06.556000+00:00 | gaming | en | "create a 2d metroidvania with cool pixel art, a long gameplay session, cool effects, lots of enemie(...TRUNCATED) | u destroyed the system where the player can stand on the platforms | "[{\"requirement_id\": \"P3_R1\", \"category\": \"functional\", \"requirement\": \"The player must b(...TRUNCATED) | 7 | 7 | "{\n \"events\": [\n {\n \"id\": \"019e9887-ed9c-76c7-a587-581845a9c304\",\n \"session(...TRUNCATED) | "[{\"path\": \"metroidvania/index.html\", \"content\": \"<!DOCTYPE html>\\n<html lang=\\\"en\\\">\\n(...TRUNCATED) | [] | working |
019e9bbf-ea91-70a8-bc69-520b8880c0b3::2 | 019e9bbf-ea91-70a8-bc69-520b8880c0b3 | 2026-06-06T07:05:06.449000+00:00 | gaming | en | "<!DOCTYPE html>\n\n<html lang=\"en\">\n\n<head>\n\n<meta charset=\"UTF-8\">(...TRUNCATED) | "the game still incomplete and many bugs shown like the block looks transparent and no sound effects(...TRUNCATED) | "[{\"requirement_id\": \"P2_R1\", \"category\": \"visual\", \"requirement\": \"Blocks must render as(...TRUNCATED) | 2 | 1 | "{\n \"events\": [\n {\n \"id\": \"019e9bbf-dfed-756e-bb6c-e06198f17d2b\",\n \"session(...TRUNCATED) | "[{\"path\": \"voxelcraft.html\", \"content\": \"<!DOCTYPE html>\\n<html lang=\\\"en\\\">\\n<head>\\(...TRUNCATED) | [] | broken |
019e9cbe-7e6f-7165-9107-5c4c55eef0d5::2 | 019e9cbe-7e6f-7165-9107-5c4c55eef0d5 | 2026-06-06T11:43:10.447000+00:00 | gaming | en | "Create a **fully functional, single-file web game** inspired by classic 2D multiplayer shooters suc(...TRUNCATED) | the game not run properly make it again and find and fix all bugs | "[{\"requirement_id\": \"P2_R1\", \"category\": \"functional\", \"requirement\": \"The game must run(...TRUNCATED) | 2 | 1 | "{\n \"events\": [\n {\n \"id\": \"019e9cbe-7908-7bb7-83ef-d8cc44d78454\",\n \"session(...TRUNCATED) | "[{\"path\": \"index.html\", \"content\": \"<!DOCTYPE html>\\n<html lang=\\\"en\\\">\\n<head>\\n<met(...TRUNCATED) | [] | broken |
019e9cf0-80bc-727d-bcb3-ec0aa0b9631c::9 | 019e9cf0-80bc-727d-bcb3-ec0aa0b9631c | 2026-06-06T12:37:47.836000+00:00 | gaming | en | "<!doctype html>\n\n<html lang=\"en\">\n\n <head>\n\n <meta charset=\"UTF-8(...TRUNCATED) | "Firstly, its not working and the lines of code are small, which is suspicious.\n\nNow, dont forget,(...TRUNCATED) | "[{\"requirement_id\": \"P9_R2\", \"category\": \"functional\", \"requirement\": \"The game must loa(...TRUNCATED) | 9 | 8 | "{\n \"events\": [\n {\n \"id\": \"019e9cf0-69aa-7cbd-a839-b1aa56f944b6\",\n \"session(...TRUNCATED) | "[{\"path\": \"infinity-forge.html\", \"content\": \"<!DOCTYPE html>\\n<html lang=\\\"en\\\">\\n<hea(...TRUNCATED) | "[{\"index\": 0, \"status\": \"ok\", \"adjudication\": \"not_required\", \"path\": \"assets/8db744db(...TRUNCATED) | broken |
019e9d0d-7acc-7856-ba1e-17c07933734f::28 | 019e9d0d-7acc-7856-ba1e-17c07933734f | 2026-06-06T13:09:26.860000+00:00 | gaming | en | "I need a 3d representation of each of those structures. Using voxel or something. and its html css (...TRUNCATED) | "THE HUD FORCEFULLY ...anytime the structure is complete, the hud comes out forcefully to say \"comp(...TRUNCATED) | "[{\"requirement_id\": \"P28_R1\", \"category\": \"interface\", \"requirement\": \"The HUD must rema(...TRUNCATED) | 28 | 27 | "{\n \"events\": [\n {\n \"id\": \"019e9d0d-57ff-7846-b8a2-90ca952448f4\",\n \"session(...TRUNCATED) | "[{\"path\": \"BUILD_PLAN.md\", \"content\": \"# \\ud83c\\udfe0 MANSION ULTRA v3 \\u2014 COMPLETE BU(...TRUNCATED) | "[{\"index\": 0, \"status\": \"ok\", \"adjudication\": \"not_required\", \"path\": \"assets/5f0dd300(...TRUNCATED) | broken |
019e9d2a-5ec5-7db1-b069-c5dd16480f9a::2 | 019e9d2a-5ec5-7db1-b069-c5dd16480f9a | 2026-06-06T13:41:00.229000+00:00 | gaming | en | "Use this picture to create a 3D music icon lifestyle game of an Afro pop artist from birth to old a(...TRUNCATED) | The game is not working | "[{\"requirement_id\": \"P2_R1\", \"category\": \"functional\", \"requirement\": \"The game must loa(...TRUNCATED) | 2 | 1 | "{\n \"events\": [\n {\n \"id\": \"019e9d29-a99b-7ca9-ab4b-68e218165cff\",\n \"session(...TRUNCATED) | "[{\"path\": \"afro-pop-icon-life-game.html\", \"content\": \"<!DOCTYPE html>\\n<html lang=\\\"en\\\(...TRUNCATED) | "[{\"index\": 0, \"status\": \"redacted\", \"adjudication\": \"ok\", \"path\": \"assets/82ad371cf87b(...TRUNCATED) | broken |
019e9d2a-5ec5-7db1-b069-c5dd16480f9a::3 | 019e9d2a-5ec5-7db1-b069-c5dd16480f9a | 2026-06-06T13:41:00.229000+00:00 | gaming | en | "Use this picture to create a 3D music icon lifestyle game of an Afro pop artist from birth to old a(...TRUNCATED) | Buttons not clicking | "[{\"requirement_id\": \"P3_R1\", \"category\": \"interaction\", \"requirement\": \"The buttons must(...TRUNCATED) | 3 | 2 | "{\n \"events\": [\n {\n \"id\": \"019e9d29-a99b-7ca9-ab4b-68e218165cff\",\n \"session(...TRUNCATED) | "[{\"path\": \"afro-pop-icon-life-game.html\", \"content\": \"<!DOCTYPE html>\\n<html lang=\\\"en\\\(...TRUNCATED) | "[{\"index\": 0, \"status\": \"redacted\", \"adjudication\": \"ok\", \"path\": \"assets/82ad371cf87b(...TRUNCATED) | broken |
019e9d41-4cb6-72d7-9f3a-8cd87456e792::4 | 019e9d41-4cb6-72d7-9f3a-8cd87456e792 | 2026-06-06T14:06:02.934000+00:00 | gaming | en | "create a pixel art, horror/rogue-like/turn based game about an angel of death cleaning the sins of (...TRUNCATED) | yo the game isnt configured to my laptop's 240 hz refresh rate, and icant even read anything bro | "[{\"requirement_id\": \"P4_R1\", \"category\": \"constraint\", \"requirement\": \"The game must sup(...TRUNCATED) | 4 | 3 | "{\n \"events\": [\n {\n \"id\": \"019e9d41-4ad4-7d79-8264-5b6543ee0143\",\n \"session(...TRUNCATED) | "[{\"path\": \"seriphicide/index.html\", \"content\": \"<!DOCTYPE html>\\n<html lang=\\\"en\\\">\\n<(...TRUNCATED) | [] | broken |
189 versions of agent-built games from Arena agent-mode sessions, each labeled
working or broken against human-verified requirements. Row ids are
<session-uuid>::<turn>, with #fixed... suffixes marking repaired variants.
| 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 |
complaint |
the user's complaint at this turn |
requirements |
requirements checked for this version |
turn_index, artifact_turn_index |
user turn this version corresponds to |
generation_trace |
the full agent-mode session trace (messages, tool calls, tool results) |
website |
the game's source files at this version |
assets_json |
binary assets for this version, packed in assets/assets-*.tar (see assets/index.json) |
label |
working or broken |
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}
}