Benchmark Almanac

GDPval-Rubrics (MiniMax)

In use

MiniMax rubric grading of model deliverables on public GDPval tasks, in an environment matched to GDPval-AA.

Lab-created in-house eval (MiniMax). The blog spells it 'GPDval-Rubrics'. Built on OpenAI's public GDPval cases.

Made by
MiniMax
Released
June 2026
Kind
Tasks from real jobs
Level
Expert
Scored
Graded by a model
Answers
Open-ended
Tasks
Kept private
Strongest model tested
MiniMax-M3 #79 on the capability index
Last in a launch post
June 2026
Last model added
June 2026
1
Model scored in lab cards
1
Launch post lists it, from 1 lab

MiniMax-M3 leads with 74.8%

Best score per model as labs report them in their own cards. Labs pick their own settings, so these compare less cleanly than independent runs.

  1. 1 MiniMax-M3 74.8%

Source: Labs’ model cards

#ModelScoreSettingDateSource
1 MiniMax-M3 74.8% Jun 2026 Lab model card

Scores over time

All the scores we have, one dot each, so a model tested at several settings appears more than once.

Reported by the lab in its model card
0% 20% 40% 60% 80% 100% 2026 Near the ceiling (85%) MiniMax-M3 0% 20% 40% 60% 80% 100% 2026 Near the ceiling (85%) MiniMax-M3

Source: Labs’ model cards

One lab put it in a launch post in the last six months

Launch posts from every lab that has listed it, one tick per post. Tall colored ticks include it, and short gray ones leave it out.

MiniMax
DateLaunch postScoreAs the post writes it
Jun 1, 2026 MiniMax-M3 74.8 GDPval rubrics

More in Economic work

All 97 in Economic work
  • JobBench In use 130 tasks from 35 occupations workers most want delegated. Agent works through messy reference files, graded by fact-anchored binary rubrics. GLM-5.3 61.4%
  • GDPval In use Real work tasks from 44 occupations with reference files. Experts blindly compare model deliverables with expert work. Metric is win-or-tie rate. Seed2.1 Pro 87.9%
  • GDPval-AA v2.1 In use Agents with shell and web access complete 220 GDPval gold tasks from 44 occupations. Blind pairwise comparisons give Elo ratings. Claude Opus 5.5 1,846
  • AA-Briefcase v1.1 In use Version 1.1 of Artificial Analysis's multi-hour office work evaluation, with Elo ratings fitted by Crowd-BT. Claude Opus 5.5 1,822
  • CoWorkBench In use Agent completes long-horizon productivity tasks across computer science, finance, law and medicine. Qwen in-house scoring (method unpublished). Claude Fable 5 75.9%
  • OfficeQA In use Grounded reasoning over a large corpus of U.S. Treasury Bulletin documents: locate tables and compute precise numeric answers. Claude Opus 4.7 86.3%