GDPWorks
Agents complete 83 professional tasks across 36 occupations, using source files to produce work such as documents, spreadsheets, and code. The Joules-to-GDP framework compares outputs with expert deliverables through a blinded model judge. Task success measures the share of wins and ties against the expert.
Snorkel contributes 83 tasks distinct from the 220 GDPval tasks in the same dataset. Researchers report paper results on GDPval, not a separate GDPWorks leaderboard. Snorkel licenses its original tasks and expert deliverables under CC BY 4.0, excluding third-party material.
- Made by
- Snorkel AI and Hazy Research (Scaling Intelligence)
- Released
- November 2026
- Kind
- Tasks from real jobs
- Level
- Expert
- Scored
- Graded by a model
- Answers
- Agent task
- Tasks
- All public
No scores here yet
No lab, leaderboard or Epoch AI run has reported a score for GDPWorks yet.
No lab model card reports it yet
We read the headline results of 522 launch posts from 52 labs, and none of them list this benchmark.
More 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 Qwen in-house scoring (method unpublished).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%