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Decision-Bench v1.1

Professional Work · 2026-10-01

TextQL's 210 enterprise data-agent tasks over a simulated food-delivery platform's 235-table ERP warehouse, run with the publisher's Inspect AI reference agent. Agents file decisions such as bans, journal entries and forecasts, each graded 0-100 by its consequences in the simulator; the score is the mean task score. Version 1.1 re-graded every run under a revised forecast rule, so v1.0 paper scores are not this cohort. The publisher's v1.2 (October 19) keeps the same tasks, agent and rule and only corrects three grading bugs, re-grading the affected runs; those corrections are applied in place.

Top models (higher is better)

ModelScore
Claude Opus 5.559.1
Gemini 4 Argon54.5
GPT-6 Astra51.5
Claude Sonnet 5.551.2
GPT-6.1 Sol49.1
GPT-6 Sol36.5
Muse Wonder34.6
Kimi K328.0
Gemini 3.8 Flash26.9
Claude Haiku 5.525.3
DeepSeek V4.1 Flash25.3
GLM-5.3 Flash21.3
Muse Spark 1.319.8
Sonnet 516.9
GPT-6 Luna14.5
Haiku 4.55.0
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