Atlas

Benchmarks

← All benchmarks

AURORA Multilingual Terminal-Bench

Agents · 2026-09-30

LILT's multilingual terminal-agent benchmark on its AURORA leaderboard: 324 command-line tasks whose instructions were written by native speakers in ten languages (Arabic, Chinese, Czech, German, Hindi, Japanese, Korean, Serbian, Spanish and Turkish), run in Harbor with the Terminus-2 agent and per-task time limits of at least 600 seconds. The score is the trial-level pass rate pooled over all of a model's attempts (nominally five trials per task). It expands the 300-task Terminal-Bench-LILT paper set, whose scores are not comparable.

Top models (higher is better)

ModelScore
Claude Opus 5.576.5
Claude Opus 573.7
Gemini 3.8 Flash67.7
GPT-6 Sol65.3
GPT-5.6 Sol64.5
Muse Spark 1.362.5
GPT-5.560.3
Gemini 3.5 Flash58.4
Opus 4.849.1
Mistral Medium 3.520.0
Loading Atlas data…