rewire.itbenchmarks
Evaluation

Pangolin 1.0.2 + per-gene masking patch · mask True (P1) on MFASS matched annotation

8,297 of 8,324 held-out variants scored in every configuration (314 positives, 460 exon groups). The same 27 rows are excluded: 23 assembly-orientation mismatches and four outside the selected canonical transcript spans. Missing scores are not zero or negative predictions.

Evaluation results

1 evaluation · 4 results. Different protocols are not a single leaderboard.

Filter evaluations

Applied filters: All linked evaluations

Exact evaluated configurations and original reported results
Tested configurationProtocol and datasetFindingEvidence and details
Configuration: Pangolin 1.0.2 + per-gene masking patch · mask True (P1)Protocol: MFASS: matched GENCODE 44 canonical annotation
Dataset subset: MFASS v2 test: matched canonical annotation coverage
0.873 AUROC
dimensionless · higher

Uncertainty: Not reported

Coverage: 8297/8324

Rewire evaluation · Source checked
Methods, coverage and source

Pangolin 1.0.2 + per-gene masking patch · mask True (P1) on MFASS matched annotation

MFASS matched GENCODE 44 canonical annotation

Aggregation: Not reported

MFASS matched canonical annotation v1: report.json; MFASS matched canonical annotation v1: manifest-v1.json; MFASS matched canonical annotation v1: verification.json; MFASS matched canonical annotation v1: provenance.json; MFASS matched canonical annotation v1: exclusion-verification.json · report.json: conditions.P1.metrics.auroc
Configuration: Pangolin 1.0.2 + per-gene masking patch · mask True (P1)Protocol: MFASS: matched GENCODE 44 canonical annotation
Dataset subset: MFASS v2 test: matched canonical annotation coverage
0.411 Average precision
dimensionless · higher

Uncertainty: Not reported

Coverage: 8297/8324

Rewire evaluation · Source checked
Methods, coverage and source

Pangolin 1.0.2 + per-gene masking patch · mask True (P1) on MFASS matched annotation

MFASS matched GENCODE 44 canonical annotation

Aggregation: Not reported

MFASS matched canonical annotation v1: report.json; MFASS matched canonical annotation v1: manifest-v1.json; MFASS matched canonical annotation v1: verification.json; MFASS matched canonical annotation v1: provenance.json; MFASS matched canonical annotation v1: exclusion-verification.json · report.json: conditions.P1.metrics.average_precision_sklearn
Configuration: Pangolin 1.0.2 + per-gene masking patch · mask True (P1)Protocol: MFASS: matched GENCODE 44 canonical annotation
Dataset subset: MFASS v2 test: matched canonical annotation coverage
0.66 Precision at 100
dimensionless · higher

Uncertainty: Not reported

Coverage: 8297/8324

Rewire evaluation · Source checked
Methods, coverage and source

Pangolin 1.0.2 + per-gene masking patch · mask True (P1) on MFASS matched annotation

MFASS matched GENCODE 44 canonical annotation

Aggregation: Not reported

MFASS matched canonical annotation v1: report.json; MFASS matched canonical annotation v1: manifest-v1.json; MFASS matched canonical annotation v1: verification.json; MFASS matched canonical annotation v1: provenance.json; MFASS matched canonical annotation v1: exclusion-verification.json · report.json: conditions.P1.metrics.precision_at_capacity
Configuration: Pangolin 1.0.2 + per-gene masking patch · mask True (P1)Protocol: MFASS: matched GENCODE 44 canonical annotation
Dataset subset: MFASS v2 test: matched canonical annotation coverage
0.21 Recall at 100
dimensionless · higher

Uncertainty: Not reported

Coverage: 8297/8324

Rewire evaluation · Source checked
Methods, coverage and source

Pangolin 1.0.2 + per-gene masking patch · mask True (P1) on MFASS matched annotation

MFASS matched GENCODE 44 canonical annotation

Aggregation: Not reported

MFASS matched canonical annotation v1: report.json; MFASS matched canonical annotation v1: manifest-v1.json; MFASS matched canonical annotation v1: verification.json; MFASS matched canonical annotation v1: provenance.json; MFASS matched canonical annotation v1: exclusion-verification.json · report.json: conditions.P1.metrics.recall_at_capacity

Source checking is not independent reproduction. Release 2026-09-25-d40cee0abe73.

Evaluation procedure

MFASS matched GENCODE 44 canonical annotation

Configuration
Pangolin 1.0.2 + per-gene masking patch · mask True (P1)
Protocol
MFASS: matched GENCODE 44 canonical annotation
Dataset subset
MFASS v2 test: matched canonical annotation coverage
origin
Rewire evaluation
configuration
1
protocol id
rewire-mfass-matched-v1-protocol
dataset version
rewire-mfass-matched-v1-dataset
split
split-v2 test
subset
identical 8297 scored IDs; 27 excluded
population
8297/8324
inputs
GRCh38 genomic context; matched GENCODE44 canonical annotation
adaptation
zero-shot pretrained specialists
metric implementation
4030374ed11d38e523fc9991ddd792f8800e7739ac71588085bfff91f912d7f7
aggregation
common scored variants
budget
one frozen execution per condition

Metadata review: source checked. Unreported conditions prevent automatic comparisons.

Reproduction

Split
split-v2 test
Adaptation
zero-shot pretrained specialists
Scoring implementation
4030374ed11d38e523fc9991ddd792f8800e7739ac71588085bfff91f912d7f7

No execution recipe has been verified for this exact configuration and evaluation. A benchmark's general instructions may use different inputs, splits or model settings.

Reproducing this published result requires matching its model configuration, data, split and scorer. Source checking or a successful smoke test does not establish score reproduction.

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.

215 evidence rows matching the loaded filters

Claims, original sources and review scope · Release 2026-09-25-d40cee0abe73
Property and statementOriginal source and locationReview and provenance
attributes.comparison.adaptation
zero-shot pretrained specialists
Context-only references
MFASS matched canonical annotation v1: exclusion-verification.json

Original source ↗

report.json: conditions.P1

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

Version: 4be7a98e2553fa2378c29625b13eb3e8ac2e58fb
Retrieved: 2026-09-25T11:24:56Z

not individually reviewed

No individual claim review recorded

rewire run

Audit details

Field: attributes.comparison.adaptation

Source artifact SHA-256: 5d2099db4cf6f01432fd88c7db949da89ab9917940705fd0eaa1fb7c9354d46a

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

Inspected artifact

attributes.comparison.adaptation
zero-shot pretrained specialists
Context-only references
MFASS matched canonical annotation v1: manifest-v1.json

Original source ↗

report.json: conditions.P1

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

Version: 093fd1ae198c80ce34408d84d6543bca4fc538f2
Retrieved: 2026-09-25T11:24:56Z

not individually reviewed

No individual claim review recorded

rewire run

Audit details

Field: attributes.comparison.adaptation

Source artifact SHA-256: 3fce70dd0bd96cb92d9d0e41287f31e62ddc4ecb8d188615093a873e952433e8

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

Inspected artifact

attributes.comparison.adaptation
zero-shot pretrained specialists
Context-only references
MFASS matched canonical annotation v1: provenance.json

Original source ↗

report.json: conditions.P1

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

Version: 093fd1ae198c80ce34408d84d6543bca4fc538f2
Retrieved: 2026-09-25T11:24:56Z

not individually reviewed

No individual claim review recorded

rewire run

Audit details

Field: attributes.comparison.adaptation

Source artifact SHA-256: 6304e9625e793f24cccdc2669d092e6cdcc7a508a7f789967e726816fffde062

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

Inspected artifact

attributes.comparison.adaptation
zero-shot pretrained specialists
Context-only references
MFASS matched canonical annotation v1: report.json

Original source ↗

report.json: conditions.P1

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

Version: 093fd1ae198c80ce34408d84d6543bca4fc538f2
Retrieved: 2026-09-25T11:24:56Z

not individually reviewed

No individual claim review recorded

rewire run

Audit details

Field: attributes.comparison.adaptation

Source artifact SHA-256: 259eb542313914b9114c21b62891f022c0ec0d9e3337196b8d7b2c6d5ae54ef3

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

Inspected artifact

attributes.comparison.adaptation
zero-shot pretrained specialists
Context-only references
MFASS matched canonical annotation v1: verification.json

Original source ↗

report.json: conditions.P1

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

Version: 093fd1ae198c80ce34408d84d6543bca4fc538f2
Retrieved: 2026-09-25T11:24:56Z

not individually reviewed

No individual claim review recorded

rewire run

Audit details

Field: attributes.comparison.adaptation

Source artifact SHA-256: 13356c3f1bd7055b11cc0ab1b2b86a7ee586c51d0c984fad6e39ce8948d662fa

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

Inspected artifact

attributes.comparison.aggregation
common scored variants
Context-only references
MFASS matched canonical annotation v1: exclusion-verification.json

Original source ↗

report.json: conditions.P1

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

Version: 4be7a98e2553fa2378c29625b13eb3e8ac2e58fb
Retrieved: 2026-09-25T11:24:56Z

not individually reviewed

No individual claim review recorded

rewire run

Audit details

Field: attributes.comparison.aggregation

Source artifact SHA-256: 5d2099db4cf6f01432fd88c7db949da89ab9917940705fd0eaa1fb7c9354d46a

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

Inspected artifact

attributes.comparison.aggregation
common scored variants
Context-only references
MFASS matched canonical annotation v1: manifest-v1.json

Original source ↗

report.json: conditions.P1

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

Version: 093fd1ae198c80ce34408d84d6543bca4fc538f2
Retrieved: 2026-09-25T11:24:56Z

not individually reviewed

No individual claim review recorded

rewire run

Audit details

Field: attributes.comparison.aggregation

Source artifact SHA-256: 3fce70dd0bd96cb92d9d0e41287f31e62ddc4ecb8d188615093a873e952433e8

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

Inspected artifact

attributes.comparison.aggregation
common scored variants
Context-only references
MFASS matched canonical annotation v1: provenance.json

Original source ↗

report.json: conditions.P1

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

Version: 093fd1ae198c80ce34408d84d6543bca4fc538f2
Retrieved: 2026-09-25T11:24:56Z

not individually reviewed

No individual claim review recorded

rewire run

Audit details

Field: attributes.comparison.aggregation

Source artifact SHA-256: 6304e9625e793f24cccdc2669d092e6cdcc7a508a7f789967e726816fffde062

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

Inspected artifact

attributes.comparison.aggregation
common scored variants
Context-only references
MFASS matched canonical annotation v1: report.json

Original source ↗

report.json: conditions.P1

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

Version: 093fd1ae198c80ce34408d84d6543bca4fc538f2
Retrieved: 2026-09-25T11:24:56Z

not individually reviewed

No individual claim review recorded

rewire run

Audit details

Field: attributes.comparison.aggregation

Source artifact SHA-256: 259eb542313914b9114c21b62891f022c0ec0d9e3337196b8d7b2c6d5ae54ef3

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

Inspected artifact

attributes.comparison.aggregation
common scored variants
Context-only references
MFASS matched canonical annotation v1: verification.json

Original source ↗

report.json: conditions.P1

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

Version: 093fd1ae198c80ce34408d84d6543bca4fc538f2
Retrieved: 2026-09-25T11:24:56Z

not individually reviewed

No individual claim review recorded

rewire run

Audit details

Field: attributes.comparison.aggregation

Source artifact SHA-256: 13356c3f1bd7055b11cc0ab1b2b86a7ee586c51d0c984fad6e39ce8948d662fa

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

Inspected artifact

Sources and history

View linked audit checks and correction history

Release 2026-09-25-d40cee0abe73 · Record review: source checked

5 source records and release historyDownload this release
Technical metadata and extraction receipts

Stable ID: rewire-mfass-matched-v1-evaluation-p1

areas
dna-genomes
origin
rewire_run
execution scope
partial_selected_evaluation
suite complete
false
published score reproduction
false
eligible count
8324
scored count
8297
missing count
27
coverage
8297/8324
positive count
314
independent groups
460
exclusion counts
assembly orientation: 23; canonical transcript span: 4
scored ids sha256
89b5568e2d819b892ba5e6db680d85e41224d6a69fec4b09a85c5075cade39d8
predictions sha256
9fba694b636899feed60d955506849f68701fc6ecb9cec5c1fc6ba7f92728e1e
unscored sha256
f8f274522c28f428e97bf84458294e235979466b7c9433746a6ad1adef37fe5a
protocol
MFASS matched GENCODE 44 canonical annotation
version
1
input information
GRCh38 genomic context; distance 50; matched canonical annotation; no assay labels during prediction
comparison
protocol id: rewire-mfass-matched-v1-protocol; dataset version: rewire-mfass-matched-v1-dataset; split: split-v2 test; subset: identical 8297 scored IDs; 27 excluded; population: 8297/8324; inputs: GRCh38 genomic context; matched GENCODE44 canonical annotation; adaptation: zero-shot pretrained specialists; metric implementation: 4030374ed11d38e523fc9991ddd792f8800e7739ac71588085bfff91f912d7f7; aggregation: common scored variants; budget: one frozen execution per condition
run url
https://github.com/rewire-bio/rewire-benchmarks/blob/093fd1ae198c80ce34408d84d6543bca4fc538f2/benchmarks/mfass/results/matched-annotation-v1/report.json
reproduction url
https://github.com/rewire-bio/rewire-benchmarks/blob/093fd1ae198c80ce34408d84d6543bca4fc538f2/benchmarks/mfass/results/matched-annotation-v1/README.md
source locator
report.json: conditions.P1
ties
scored: 8297; score at capacity: 0.54; above cutoff: 98; tied at cutoff: 3; slots filled from ties: 2; tie break: label-independent permutation, rewirebench.metrics.precision_at_n
limitations
8,297 of 8,324 held-out variants scored in every configuration (314 positives, 460 exon groups). The same 27 rows are excluded: 23 assembly-orientation mismatches and four outside the selected canonical transcript spans. Missing scores are not zero or negative predictions.; Exploratory comparison: prior results were known. Paired contrast intervals are unadjusted and do not establish a universal model ranking.; Pangolin uses the recorded per-gene masking patch; these are exact configurations, not unqualified upstream model scores.; Precision at 100 is sensitive to tied-score ordering, especially P1. Numerical source checking is automated, not human review or independent reproduction.; Assembly-orientation issue reported at https://github.com/KosuriLab/MFASS/issues/1. Original v1 outputs remain unchanged; corrections require a new version.
review
method: automated_execution_evidence_review; reviewed at: 2026-09-25T11:24:56Z; notes: Computational source, coverage and metric checks only; not independent human review or published-score reproduction.
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