Interaction BenchInteraction Bench
v0.1 preview
LeaderboardEnvironmentsTasksPipelineMethodologyDocsBlogAboutContributors
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LimeSurvey

LimeSurvey

Data & analytics
Survey builder with response collection and analysis
GithubLimeSurvey/LimeSurvey3.8k
Tech stack
PHPYiiVueMySQL
Languages
JavaScript42.1%
PHP35.6%
CSS11.7%
HTML4.5%
SCSS2.6%
Twig1.9%
Less1.1%
Other0.5%
Available tools
Browser
Terminal
Network
Review missing attachments before sending invitations
Review missing attachments before sending invitations

Tasks

All 1 task
Review missing attachments before sending invitations
#4254 · Base 5247d7c
Prepare an invitation email for my survey participants.
0%

Model results

Full leaderboard
Model
Harness
Z.ai
GLM-5.3 Flash
ZCode
2.1M in · 22.0k out · 2.1M total
ZCode · 53 steps · $0.08 · 11m 01s · 2.1M tokens
ZCode
53
$0.08
11m 01s
2.1M
22.0k
2.1M
DeepSeek
DeepSeek Flash
DSH
29.4M in · 59.0k out · 29.4M total
DSH · 157 steps · $0.16 · 17m 48s · 29.4M tokens
DSH
157
$0.16
17m 48s
29.4M
59.0k
29.4M
OpenAI
GPT-6 Astra
Codex
1.7M in · 5.8k out · 1.7M total
Codex · 39 steps · $2.55 · 7m 33s · 1.7M tokens
Codex
Codex
39
$2.55
7m 33s
1.7M
5.8k
1.7M
Claude
Claude Opus 5.5
Claude Code
9.0M in · 31.9k out · 9.0M total
Claude Code · 84 steps · $3.60 · 14m 26s · 9.0M tokens
Claude Code
Claude Code
84
$3.60
14m 26s
9.0M
31.9k
9.0M
Qwen
Qwen3.8 Max
Codex
17.7M in · 63.9k out · 17.8M total
Codex · 177 steps · $5.40 · 1h 05m · 17.8M tokens
Codex
Codex
177
$5.40
1h 05m
17.7M
63.9k
17.8M
MoonshotAI
Kimi K3
Kimi Code
19.2M in · 86.2k out · 19.3M total
Kimi Code · 178 steps · $7.69 · 1h 03m · 19.3M tokens
Kimi
Kimi Code
178
$7.69
1h 03m
19.2M
86.2k
19.3M
Interaction BenchInteraction Bench

Benchmarked on what users feel.

// results

LeaderboardEnvironmentsTasks

// how it works

PipelineMethodologyDocsBlog

// project

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$ ibench --release 0.1 --statuspreview · built by EvalSys