paperlab-hypothesis-to-benchmark-matrix skillA
paperlab-hypothesis-to-benchmark-matrix is agent-read markdown (skill) from equinor/neqsim: Convert PaperLab research questions into falsifiable hypotheses, benchmark matrices, statistical tests, and acceptance criteria for computational papers..
Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.
What the file says
# PaperLab Hypothesis to Benchmark Matrix
## When to Use
USE WHEN: a paper idea needs to become an executable benchmark plan before
`benchmark-runner` starts work.
## Required Elements
Every hypothesis must define:
- claim wording,
- null expectation or baseline,
- controlled variables,
- varied variables,
- response metric,
- minimum case count,
- statistical test or deterministic acceptance criterion,
- expected failure or boundary modes,
- source of reference values when relevant.
## Benchmark Matrix Pattern
```json
{
"hypotheses": [
{
"id": "H1",
"claim": "candidate solver reduces failures for near-critical mixtures",
"metric": "failure_rate_pct",
"baseline": "existing solver",
"test": "paired proportion test",
"acceptance": "p < 0.05 and absolute reduction >= 5 percentage points",
"case_categories": ["near-critical", "two-phase", "trace-water"]
}
]
}
```
## Pass Criteria
- No claim exists without a metric.
- Boundary cases are explicit, not accidental.
- Benchmark cases can be regenerated from configuration.
- The matrix is small enough to rerun during revision.
## Safety Rules
…Read the whole file at its exact version.
How to install
mdr add equinor/neqsim/paperlab-hypothesis-to-benchmark-matrix@git:20260919.77c34a0mdr add equinor/neqsim/paperlab-hypothesis-to-benchmark-matrix@sha256:6958d877e115d39ePin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.
[](https://markdownregistry.com/a/art_vo6uw2pcl7tllrky)
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Versions
Audit of the latest version
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- pass: Frontmatter declares a name
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- pass: Size between 200 bytes and 200 KB (1625 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
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- pass: No instruction to send local credentials anywhere
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- pass: No script tag
Source
equinor/neqsim · 155 stars · license Apache-2.0 · pushed 2026-09-24 · branch master
API
GET https://markdownregistry.com/api/v1/artifacts/art_vo6uw2pcl7tllrky GET https://markdownregistry.com/api/v1/resolve?ref=equinor/neqsim/paperlab-hypothesis-to-benchmark-matrix GET https://markdownregistry.com/api/v1/blob/6958d877e115d39ee188fefe2596bb90aa440b170562a3dab305c351e615b16b
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