rewirebio.iobenchmarks
Benchmark

GENEB leaderboard

Frozen-embedding probing benchmark of genomic foundation models over 100 tasks in 13 categories, with full-data, 10-shot and 1-shot regimes.

Results are recorded on the linked protocols, tasks or configurations listed below. Their settings and evaluations are kept separate.

3 protocols with results

Overview

An explanatory profile has not yet been reviewed for this record.

Consult the linked sources for architecture or protocol details. Missing evidence is not evidence of a missing capability.

Results on linked records

This benchmark has no results of its own in this release. 3 linked records have results. They are not assigned to the underlying benchmark: each record keeps its own settings and evaluations, and its scores are on its own page.

Methods and evaluation design

Procedure, tasks and evaluated configurations

Evaluation design

Benchmarks bring together tasks and protocols. A task describes the biological question; a protocol defines a particular test.

Benchmarks

These source-backed links do not make different protocols or scores interchangeable.

Baseline coverage

Reference methods help show what a model adds beyond simple controls. We track a null control and a conventional method for each protocol.

0 of 6 active baseline roles have published Rewire measurements in this release. Measurements on a selected protocol do not establish coverage of an entire suite.

Baseline status by linked protocol

Protocol coverage CSV (gzip) · Model evaluation matrix (gzip) · Source table (gzip) · Release and checksums (gzip)

Coverage is derived from release 2026-10-22-1b7cf027e4f6. Source citations describe the original records; they do not validate an unreviewed baseline proposal. No results have been generated by this audit.

Run instructions

No runnable recipe has been reviewed for this benchmark. Dataset access, model requirements, licences and compute requirements must be checked against its sources before execution.

Strengths, limitations and unresolved questions

Evidence

Source checking verifies the cited claim or transcription. It does not establish independent reproduction.

Evidence table

Inspect claims, sources and review details

Trace each statement to its source and review. A context-only reference supports the record generally; it does not verify an individual field. Source checking does not reproduce an experiment.

One row per statement and cited source. Multiple citations are not independent evaluations. Shared locators are labelled explicitly.

4 evidence rows matching the loaded filters

Claims, original sources and review scope · Release 2026-10-22-1b7cf027e4f6
Property and statementOriginal source and locationReview and provenance
Relationship: part of
discovery-benchmark-geneb
Individual claims
GENEB: Why Genomic Models Are Hard to Compare

Original source ↗

Both records describe the GENEB suite in the darlednik/GENEB repository at commit 9642d481e40c0af23995dcd162b779613f789f97: src-discovery-darlednik-geneb is README.md and lit-genomics-20261011-geneb-source-leaderboard is leaderboard/leaderboard.json at the same commit. The leaderboard record is the suite's published aggregate, not a separate benchmark.

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: 2606.04525v1
Retrieved: 2026-09-17T07:56:09.460928+00:00

source checked

["scope-review"] · 2026-10-14

Audit details

Accepted in the independent review of 2026-10-14. See docs/reviews/2026-10-14-gfm-guide-evidence-review.md.

Field: links:part_of:discovery-benchmark-geneb

Claim: identity-20261014-db5569641cdee680b5a9

Source artifact SHA-256: 47975089c0ca738d5e2d6e6ea91cd4e7b80498c3f175803d8ec39ca77aa41629

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Relationship: part of
discovery-benchmark-geneb
Individual claims
GENEB leaderboard (leaderboard.json, 13 task-type aggregates)

Original source ↗

Both records describe the GENEB suite in the darlednik/GENEB repository at commit 9642d481e40c0af23995dcd162b779613f789f97: src-discovery-darlednik-geneb is README.md and lit-genomics-20261011-geneb-source-leaderboard is leaderboard/leaderboard.json at the same commit. The leaderboard record is the suite's published aggregate, not a separate benchmark.

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: Git commit 9642d481e40c0af23995dcd162b779613f789f97 (repository pushed 2026-08-22)
Retrieved: 2026-10-11T01:42:40Z

source checked

["scope-review"] · 2026-10-14

Audit details

Accepted in the independent review of 2026-10-14. See docs/reviews/2026-10-14-gfm-guide-evidence-review.md.

Field: links:part_of:discovery-benchmark-geneb

Claim: identity-20261014-db5569641cdee680b5a9

Source artifact SHA-256: 7c8a9d985e7c2df24514f309bf6102e4f81d9da1b9afbb74856d87e78e01f738

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

Relationship: part of
discovery-benchmark-geneb
Individual claims
darlednik/GENEB / README.md

Original source ↗

Both records describe the GENEB suite in the darlednik/GENEB repository at commit 9642d481e40c0af23995dcd162b779613f789f97: src-discovery-darlednik-geneb is README.md and lit-genomics-20261011-geneb-source-leaderboard is leaderboard/leaderboard.json at the same commit. The leaderboard record is the suite's published aggregate, not a separate benchmark.

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: Git commit 9642d481e40c0af23995dcd162b779613f789f97
Retrieved: 2026-09-17T09:32:02.970778+00:00

source checked

["scope-review"] · 2026-10-14

Audit details

Accepted in the independent review of 2026-10-14. See docs/reviews/2026-10-14-gfm-guide-evidence-review.md.

Field: links:part_of:discovery-benchmark-geneb

Claim: identity-20261014-db5569641cdee680b5a9

Source artifact SHA-256: 0f2074b432ba2516d0ea05fafab833e953201a3fbe0129c5b6beed9f5f089e81

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

Relationship: part of
discovery-benchmark-geneb
Individual claims
darlednik/GENEB official source

Original source ↗

Both records describe the GENEB suite in the darlednik/GENEB repository at commit 9642d481e40c0af23995dcd162b779613f789f97: src-discovery-darlednik-geneb is README.md and lit-genomics-20261011-geneb-source-leaderboard is leaderboard/leaderboard.json at the same commit. The leaderboard record is the suite's published aggregate, not a separate benchmark.

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: 9642d481e40c0af23995dcd162b779613f789f97
Retrieved: 2026-09-16T10:30:21.083930+00:00

source checked

["scope-review"] · 2026-10-14

Audit details

Accepted in the independent review of 2026-10-14. See docs/reviews/2026-10-14-gfm-guide-evidence-review.md.

Field: links:part_of:discovery-benchmark-geneb

Claim: identity-20261014-db5569641cdee680b5a9

Source artifact SHA-256: 0f2074b432ba2516d0ea05fafab833e953201a3fbe0129c5b6beed9f5f089e81

Hash scope: Hash scope not separately documented; inspect source record

Sources and history

Release 2026-10-22-1b7cf027e4f6 · Record review: source checked

1 source record and release historyDownload this release (gzip)
Technical metadata and extraction receipts

Stable ID: lit-genomics-20261011-geneb-benchmark-geneb

areas
dna-genomes
contexts
research
entity level
suite
version
Leaderboard at commit 9642d481e40c
task
Genomic sequence classification from frozen embeddings
scope note
MCC aggregates only: micro average over all 100 tasks, macro average (unweighted mean of the 13 category MCCs), and per category.
source locator
leaderboard/README.md (Evaluation table: logistic-regression probe on frozen embeddings, max_iter=1000; Macro = mean of the 13 category scores); leaderboard.json
Related records

Suggest a correction