USW

Statistics

The state of the benchmark

A live cross-section of the University of Scientific Workflow corpus — domains, difficulty, tools, environments, and workflow shape. Read it to find the gaps: the thin domains and missing difficulty tiers are exactly where your lab's next contribution counts most.

20 tasks indexedUpdated continuously Fill a gap
20
Verified tasks
across 10 active domains
10 / 10
Domains covered
0 still empty
31
Simulations
top: ESM3
31
Workflow steps
atomic, verifiable
40
Target metrics
scientist-set thresholds
1
Expert-verified
19 contributing authors

Tasks per domain

Where the corpus is deep — and where it is thin. Faded bars are domains with zero tasks.

Full coverage

Tasks by type

The proposal's coverage taxonomy — outcome known & measurable, open but still verifiable, or judged by a scientist's rubric.

no rubric tasks yet
Knownoutcomeworkflow1890%

Both axes verifiable — the outcome is quantitatively checkable and every step is scored against the scientist's ground-truth targets.

Frontier · verifiableoutcomeworkflow210%

An open problem. The outcome stays quantitatively verifiable, but the workflow is not — an expected direction may be supplied, while execution strategy and per-step targets remain open.

Frontier · rubricoutcomeworkflow00%

An open problem whose outcome cannot be quantitatively verified, so it is judged by a scientist's rubric; the workflow is not verifiable either.

Difficulty distribution

Balance across Easy → Expert tiers.

20tasks
  • Easy00%
  • Medium735%
  • Hard840%
  • Expert525%

Review status

Verified vs. in-flight contributions.

20tasks
  • Verified15%
  • Under review315%
  • Seed / sample1680%

Corpus growth

Cumulative task total, with newly registered tasks per month.

Most-used simulations

How many tasks reference each tool or solver.

Execution environments

Where the referenced tools run.

40refs
  • HPC1743%
  • Terminal1538%
  • VM (GUI)38%
  • Web API513%

Coverage shape

Task count per domain, as a coverage footprint.

Average workflow length

Mean number of atomic steps per task, by domain.

Domain × difficulty coverage

Every empty cell is an uncollected slice — pick one for your next submission.

Domain
Easy
Medium
Hard
Expert
Protein Engineering
·
·
1
1
Genomics
·
2
·
·
Structural Biology
·
1
·
1
Computational Chemistry
·
·
2
·
Materials Science
·
·
2
2
Drug Discovery
·
1
1
·
Neuroscience
·
1
·
·
Systems & Synthetic Biology
·
1
1
·
Climate & Earth Science
·
·
1
·
Astrophysics
·
1
·
1
Fewer
More tasksNo coverage yet — a gap to fill

Spotted a gap?

Several difficulty tiers within covered domains still sit empty. Bring the workflow behind your Nature-family paper to the benchmark — after expert review it becomes a task here.