rewirebio.iobenchmarks
Source

dreams: Journal full-text XML

Retrieved page snapshot; no immutable publisher revision supplied

Original source

What this source contributed

Records in this release that cite this source. A record can cite several sources.

Results

Values as the source printed them. Compare results only under compatible protocols, datasets and metrics.

Model or configurationMetricValueDatasetEvaluation
DreaMS fingerprint (ours)Fingerprint cosine similarity0.646 unitlessMIST CANOPUS benchmark test set used in DreaMS Extended Data Table 1 (MIST CANOPUS retrieval split)DreaMS fingerprint (ours) on MIST CANOPUS retrieval Cos. similarity: MIST CANOPUS fingerprint retrieval: Cos. similarity
DreaMS fingerprint (ours)Top-1 accuracy (retrieval)32.731 percentMIST CANOPUS benchmark test set used in DreaMS Extended Data Table 1 (MIST CANOPUS retrieval split)DreaMS fingerprint (ours) on MIST CANOPUS retrieval Top 1: MIST CANOPUS fingerprint retrieval: Top 1
DreaMS fingerprint (ours)Top-5 accuracy (retrieval)59.352 percentMIST CANOPUS benchmark test set used in DreaMS Extended Data Table 1 (MIST CANOPUS retrieval split)DreaMS fingerprint (ours) on MIST CANOPUS retrieval Top 5: MIST CANOPUS fingerprint retrieval: Top 5
DreaMS fingerprint (ours)Top-10 accuracy (retrieval)67.719 percentMIST CANOPUS benchmark test set used in DreaMS Extended Data Table 1 (MIST CANOPUS retrieval split)DreaMS fingerprint (ours) on MIST CANOPUS retrieval Top 10: MIST CANOPUS fingerprint retrieval: Top 10
DreaMS fingerprint (ours)Top-20 accuracy (retrieval)75.390 percentMIST CANOPUS benchmark test set used in DreaMS Extended Data Table 1 (MIST CANOPUS retrieval split)DreaMS fingerprint (ours) on MIST CANOPUS retrieval Top 20: MIST CANOPUS fingerprint retrieval: Top 20
DreaMS fingerprint (ours)Top-50 accuracy (retrieval)82.404 percentMIST CANOPUS benchmark test set used in DreaMS Extended Data Table 1 (MIST CANOPUS retrieval split)DreaMS fingerprint (ours) on MIST CANOPUS retrieval Top 50: MIST CANOPUS fingerprint retrieval: Top 50
DreaMS fingerprint (ours)Top-100 accuracy (retrieval)87.121 percentMIST CANOPUS benchmark test set used in DreaMS Extended Data Table 1 (MIST CANOPUS retrieval split)DreaMS fingerprint (ours) on MIST CANOPUS retrieval Top 100: MIST CANOPUS fingerprint retrieval: Top 100
DreaMS fingerprint (ours)Top-200 accuracy (retrieval)90.771 percentMIST CANOPUS benchmark test set used in DreaMS Extended Data Table 1 (MIST CANOPUS retrieval split)DreaMS fingerprint (ours) on MIST CANOPUS retrieval Top 200: MIST CANOPUS fingerprint retrieval: Top 200
FFN contrastiveTop-1 accuracy (retrieval)20.632 percentMIST CANOPUS benchmark test set used in DreaMS Extended Data Table 1 (MIST CANOPUS retrieval split)FFN contrastive on MIST CANOPUS retrieval Top 1: MIST CANOPUS fingerprint retrieval: Top 1
FFN contrastiveTop-5 accuracy (retrieval)44.996 percentMIST CANOPUS benchmark test set used in DreaMS Extended Data Table 1 (MIST CANOPUS retrieval split)FFN contrastive on MIST CANOPUS retrieval Top 5: MIST CANOPUS fingerprint retrieval: Top 5
FFN contrastiveTop-10 accuracy (retrieval)54.389 percentMIST CANOPUS benchmark test set used in DreaMS Extended Data Table 1 (MIST CANOPUS retrieval split)FFN contrastive on MIST CANOPUS retrieval Top 10: MIST CANOPUS fingerprint retrieval: Top 10
FFN contrastiveTop-20 accuracy (retrieval)63.536 percentMIST CANOPUS benchmark test set used in DreaMS Extended Data Table 1 (MIST CANOPUS retrieval split)FFN contrastive on MIST CANOPUS retrieval Top 20: MIST CANOPUS fingerprint retrieval: Top 20
FFN contrastiveTop-50 accuracy (retrieval)75.062 percentMIST CANOPUS benchmark test set used in DreaMS Extended Data Table 1 (MIST CANOPUS retrieval split)FFN contrastive on MIST CANOPUS retrieval Top 50: MIST CANOPUS fingerprint retrieval: Top 50
FFN contrastiveTop-100 accuracy (retrieval)80.558 percentMIST CANOPUS benchmark test set used in DreaMS Extended Data Table 1 (MIST CANOPUS retrieval split)FFN contrastive on MIST CANOPUS retrieval Top 100: MIST CANOPUS fingerprint retrieval: Top 100
FFN contrastiveTop-200 accuracy (retrieval)86.095 percentMIST CANOPUS benchmark test set used in DreaMS Extended Data Table 1 (MIST CANOPUS retrieval split)FFN contrastive on MIST CANOPUS retrieval Top 200: MIST CANOPUS fingerprint retrieval: Top 200
FFN fingerprintFingerprint cosine similarity0.537 unitlessMIST CANOPUS benchmark test set used in DreaMS Extended Data Table 1 (MIST CANOPUS retrieval split)FFN fingerprint on MIST CANOPUS retrieval Cos. similarity: MIST CANOPUS fingerprint retrieval: Cos. similarity
FFN fingerprintTop-1 accuracy (retrieval)17.309 percentMIST CANOPUS benchmark test set used in DreaMS Extended Data Table 1 (MIST CANOPUS retrieval split)FFN fingerprint on MIST CANOPUS retrieval Top 1: MIST CANOPUS fingerprint retrieval: Top 1
FFN fingerprintTop-5 accuracy (retrieval)37.121 percentMIST CANOPUS benchmark test set used in DreaMS Extended Data Table 1 (MIST CANOPUS retrieval split)FFN fingerprint on MIST CANOPUS retrieval Top 5: MIST CANOPUS fingerprint retrieval: Top 5
FFN fingerprintTop-10 accuracy (retrieval)45.611 percentMIST CANOPUS benchmark test set used in DreaMS Extended Data Table 1 (MIST CANOPUS retrieval split)FFN fingerprint on MIST CANOPUS retrieval Top 10: MIST CANOPUS fingerprint retrieval: Top 10
FFN fingerprintTop-20 accuracy (retrieval)54.634 percentMIST CANOPUS benchmark test set used in DreaMS Extended Data Table 1 (MIST CANOPUS retrieval split)FFN fingerprint on MIST CANOPUS retrieval Top 20: MIST CANOPUS fingerprint retrieval: Top 20
FFN fingerprintTop-50 accuracy (retrieval)63.946 percentMIST CANOPUS benchmark test set used in DreaMS Extended Data Table 1 (MIST CANOPUS retrieval split)FFN fingerprint on MIST CANOPUS retrieval Top 50: MIST CANOPUS fingerprint retrieval: Top 50
FFN fingerprintTop-100 accuracy (retrieval)71.329 percentMIST CANOPUS benchmark test set used in DreaMS Extended Data Table 1 (MIST CANOPUS retrieval split)FFN fingerprint on MIST CANOPUS retrieval Top 100: MIST CANOPUS fingerprint retrieval: Top 100
FFN fingerprintTop-200 accuracy (retrieval)77.359 percentMIST CANOPUS benchmark test set used in DreaMS Extended Data Table 1 (MIST CANOPUS retrieval split)FFN fingerprint on MIST CANOPUS retrieval Top 200: MIST CANOPUS fingerprint retrieval: Top 200
MIST contrastive + fingerprintTop-1 accuracy (retrieval)30.703 percentMIST CANOPUS benchmark test set used in DreaMS Extended Data Table 1 (MIST CANOPUS retrieval split)MIST contrastive + fingerprint on MIST CANOPUS retrieval Top 1: MIST CANOPUS fingerprint retrieval: Top 1
MIST contrastive + fingerprintTop-5 accuracy (retrieval)58.120 percentMIST CANOPUS benchmark test set used in DreaMS Extended Data Table 1 (MIST CANOPUS retrieval split)MIST contrastive + fingerprint on MIST CANOPUS retrieval Top 5: MIST CANOPUS fingerprint retrieval: Top 5
MIST contrastive + fingerprintTop-10 accuracy (retrieval)68.927 percentMIST CANOPUS benchmark test set used in DreaMS Extended Data Table 1 (MIST CANOPUS retrieval split)MIST contrastive + fingerprint on MIST CANOPUS retrieval Top 10: MIST CANOPUS fingerprint retrieval: Top 10
MIST contrastive + fingerprintTop-20 accuracy (retrieval)75.709 percentMIST CANOPUS benchmark test set used in DreaMS Extended Data Table 1 (MIST CANOPUS retrieval split)MIST contrastive + fingerprint on MIST CANOPUS retrieval Top 20: MIST CANOPUS fingerprint retrieval: Top 20
MIST contrastive + fingerprintTop-50 accuracy (retrieval)84.094 percentMIST CANOPUS benchmark test set used in DreaMS Extended Data Table 1 (MIST CANOPUS retrieval split)MIST contrastive + fingerprint on MIST CANOPUS retrieval Top 50: MIST CANOPUS fingerprint retrieval: Top 50
MIST contrastive + fingerprintTop-100 accuracy (retrieval)87.916 percentMIST CANOPUS benchmark test set used in DreaMS Extended Data Table 1 (MIST CANOPUS retrieval split)MIST contrastive + fingerprint on MIST CANOPUS retrieval Top 100: MIST CANOPUS fingerprint retrieval: Top 100
MIST contrastive + fingerprintTop-200 accuracy (retrieval)92.355 percentMIST CANOPUS benchmark test set used in DreaMS Extended Data Table 1 (MIST CANOPUS retrieval split)MIST contrastive + fingerprint on MIST CANOPUS retrieval Top 200: MIST CANOPUS fingerprint retrieval: Top 200
MIST contrastiveTop-1 accuracy (retrieval)28.384 percentMIST CANOPUS benchmark test set used in DreaMS Extended Data Table 1 (MIST CANOPUS retrieval split)MIST contrastive on MIST CANOPUS retrieval Top 1: MIST CANOPUS fingerprint retrieval: Top 1
MIST contrastiveTop-5 accuracy (retrieval)55.373 percentMIST CANOPUS benchmark test set used in DreaMS Extended Data Table 1 (MIST CANOPUS retrieval split)MIST contrastive on MIST CANOPUS retrieval Top 5: MIST CANOPUS fingerprint retrieval: Top 5
MIST contrastiveTop-10 accuracy (retrieval)65.217 percentMIST CANOPUS benchmark test set used in DreaMS Extended Data Table 1 (MIST CANOPUS retrieval split)MIST contrastive on MIST CANOPUS retrieval Top 10: MIST CANOPUS fingerprint retrieval: Top 10
MIST contrastiveTop-20 accuracy (retrieval)72.970 percentMIST CANOPUS benchmark test set used in DreaMS Extended Data Table 1 (MIST CANOPUS retrieval split)MIST contrastive on MIST CANOPUS retrieval Top 20: MIST CANOPUS fingerprint retrieval: Top 20
MIST contrastiveTop-50 accuracy (retrieval)81.255 percentMIST CANOPUS benchmark test set used in DreaMS Extended Data Table 1 (MIST CANOPUS retrieval split)MIST contrastive on MIST CANOPUS retrieval Top 50: MIST CANOPUS fingerprint retrieval: Top 50
MIST contrastiveTop-100 accuracy (retrieval)85.480 percentMIST CANOPUS benchmark test set used in DreaMS Extended Data Table 1 (MIST CANOPUS retrieval split)MIST contrastive on MIST CANOPUS retrieval Top 100: MIST CANOPUS fingerprint retrieval: Top 100
MIST contrastiveTop-200 accuracy (retrieval)89.377 percentMIST CANOPUS benchmark test set used in DreaMS Extended Data Table 1 (MIST CANOPUS retrieval split)MIST contrastive on MIST CANOPUS retrieval Top 200: MIST CANOPUS fingerprint retrieval: Top 200
MIST fingerprintFingerprint cosine similarity0.695 unitlessMIST CANOPUS benchmark test set used in DreaMS Extended Data Table 1 (MIST CANOPUS retrieval split)MIST fingerprint on MIST CANOPUS retrieval Cos. similarity: MIST CANOPUS fingerprint retrieval: Cos. similarity
MIST fingerprintTop-1 accuracy (retrieval)29.368 percentMIST CANOPUS benchmark test set used in DreaMS Extended Data Table 1 (MIST CANOPUS retrieval split)MIST fingerprint on MIST CANOPUS retrieval Top 1: MIST CANOPUS fingerprint retrieval: Top 1
MIST fingerprintTop-5 accuracy (retrieval)55.332 percentMIST CANOPUS benchmark test set used in DreaMS Extended Data Table 1 (MIST CANOPUS retrieval split)MIST fingerprint on MIST CANOPUS retrieval Top 5: MIST CANOPUS fingerprint retrieval: Top 5
MIST fingerprintTop-10 accuracy (retrieval)63.536 percentMIST CANOPUS benchmark test set used in DreaMS Extended Data Table 1 (MIST CANOPUS retrieval split)MIST fingerprint on MIST CANOPUS retrieval Top 10: MIST CANOPUS fingerprint retrieval: Top 10
MIST fingerprintTop-20 accuracy (retrieval)72.231 percentMIST CANOPUS benchmark test set used in DreaMS Extended Data Table 1 (MIST CANOPUS retrieval split)MIST fingerprint on MIST CANOPUS retrieval Top 20: MIST CANOPUS fingerprint retrieval: Top 20
MIST fingerprintTop-50 accuracy (retrieval)80.476 percentMIST CANOPUS benchmark test set used in DreaMS Extended Data Table 1 (MIST CANOPUS retrieval split)MIST fingerprint on MIST CANOPUS retrieval Top 50: MIST CANOPUS fingerprint retrieval: Top 50
MIST fingerprintTop-100 accuracy (retrieval)85.726 percentMIST CANOPUS benchmark test set used in DreaMS Extended Data Table 1 (MIST CANOPUS retrieval split)MIST fingerprint on MIST CANOPUS retrieval Top 100: MIST CANOPUS fingerprint retrieval: Top 100
MIST fingerprintTop-200 accuracy (retrieval)89.418 percentMIST CANOPUS benchmark test set used in DreaMS Extended Data Table 1 (MIST CANOPUS retrieval split)MIST fingerprint on MIST CANOPUS retrieval Top 200: MIST CANOPUS fingerprint retrieval: Top 200

Claims

Statements this source supports, each with where in the source it was checked.

Models, benchmarks and other records

Models (1)

Configurations (6)

Benchmarks (1)

Protocols (8)

Dataset subsets (1)

Evaluations (45)

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.

18 evidence rows matching the loaded filters

Claims, original sources and review scope · Release 2026-11-02-a7f03c9e55a5
Property and statementOriginal source and locationReview and provenance
Artifact format
original_artifact
Source metadata
dreams: Journal full-text XML

Original source ↗

No field-specific location recorded

Version: Retrieved page snapshot; no immutable publisher revision supplied
Retrieved: 2026-09-16T19:53:03.200000+00:00

catalogued

No individual claim review recorded

Audit details

Field: attributes.artifact_format

Source artifact SHA-256: 4bbe2ecff0ad75944b3aec5131369c1b2f75ff6f4b5dc257487a274fdd7b0fef

Hash scope: SHA-256 of retrieved original artifact bytes

Format: original_artifact

Inspected artifact

Artifact SHA-256
4bbe2ecff0ad75944b3aec5131369c1b2f75ff6f4b5dc257487a274fdd7b0fef
Source metadata
dreams: Journal full-text XML

Original source ↗

No field-specific location recorded

Version: Retrieved page snapshot; no immutable publisher revision supplied
Retrieved: 2026-09-16T19:53:03.200000+00:00

catalogued

No individual claim review recorded

Audit details

Field: attributes.artifact_sha256

Source artifact SHA-256: 4bbe2ecff0ad75944b3aec5131369c1b2f75ff6f4b5dc257487a274fdd7b0fef

Hash scope: SHA-256 of retrieved original artifact bytes

Format: original_artifact

Inspected artifact

Artifact url
https://www.ebi.ac.uk/europepmc/webservices/rest/PMC13090125/fullTextXML
Source metadata
dreams: Journal full-text XML

Original source ↗

No field-specific location recorded

Version: Retrieved page snapshot; no immutable publisher revision supplied
Retrieved: 2026-09-16T19:53:03.200000+00:00

catalogued

No individual claim review recorded

Audit details

Field: attributes.artifact_url

Source artifact SHA-256: 4bbe2ecff0ad75944b3aec5131369c1b2f75ff6f4b5dc257487a274fdd7b0fef

Hash scope: SHA-256 of retrieved original artifact bytes

Format: original_artifact

Inspected artifact

Hash scope
SHA-256 of retrieved original artifact bytes
Source metadata
dreams: Journal full-text XML

Original source ↗

No field-specific location recorded

Version: Retrieved page snapshot; no immutable publisher revision supplied
Retrieved: 2026-09-16T19:53:03.200000+00:00

catalogued

No individual claim review recorded

Audit details

Field: attributes.hash_scope

Source artifact SHA-256: 4bbe2ecff0ad75944b3aec5131369c1b2f75ff6f4b5dc257487a274fdd7b0fef

Hash scope: SHA-256 of retrieved original artifact bytes

Format: original_artifact

Inspected artifact

Retrieval note
Direct source retrieval
Source metadata
dreams: Journal full-text XML

Original source ↗

No field-specific location recorded

Version: Retrieved page snapshot; no immutable publisher revision supplied
Retrieved: 2026-09-16T19:53:03.200000+00:00

catalogued

No individual claim review recorded

Audit details

Field: attributes.retrieval_note

Source artifact SHA-256: 4bbe2ecff0ad75944b3aec5131369c1b2f75ff6f4b5dc257487a274fdd7b0fef

Hash scope: SHA-256 of retrieved original artifact bytes

Format: original_artifact

Inspected artifact

Retrieved at
2026-09-16T19:53:03.200000+00:00
Source metadata
dreams: Journal full-text XML

Original source ↗

No field-specific location recorded

Version: Retrieved page snapshot; no immutable publisher revision supplied
Retrieved: 2026-09-16T19:53:03.200000+00:00

catalogued

No individual claim review recorded

Audit details

Field: attributes.retrieved_at

Source artifact SHA-256: 4bbe2ecff0ad75944b3aec5131369c1b2f75ff6f4b5dc257487a274fdd7b0fef

Hash scope: SHA-256 of retrieved original artifact bytes

Format: original_artifact

Inspected artifact

Review method
1 values
  • automated-source-review
Source metadata
dreams: Journal full-text XML

Original source ↗

No field-specific location recorded

Version: Retrieved page snapshot; no immutable publisher revision supplied
Retrieved: 2026-09-16T19:53:03.200000+00:00

catalogued

No individual claim review recorded

Audit details

Field: attributes.review.method

Source artifact SHA-256: 4bbe2ecff0ad75944b3aec5131369c1b2f75ff6f4b5dc257487a274fdd7b0fef

Hash scope: SHA-256 of retrieved original artifact bytes

Format: original_artifact

Inspected artifact

Review: scope
Only cited profile claims; no numerical performance result added or independently reproduced.
Source metadata
dreams: Journal full-text XML

Original source ↗

No field-specific location recorded

Version: Retrieved page snapshot; no immutable publisher revision supplied
Retrieved: 2026-09-16T19:53:03.200000+00:00

catalogued

No individual claim review recorded

Audit details

Field: attributes.review.scope

Source artifact SHA-256: 4bbe2ecff0ad75944b3aec5131369c1b2f75ff6f4b5dc257487a274fdd7b0fef

Hash scope: SHA-256 of retrieved original artifact bytes

Format: original_artifact

Inspected artifact

Source location
Journal full-text XML
Source metadata
dreams: Journal full-text XML

Original source ↗

No field-specific location recorded

Version: Retrieved page snapshot; no immutable publisher revision supplied
Retrieved: 2026-09-16T19:53:03.200000+00:00

catalogued

No individual claim review recorded

Audit details

Field: attributes.source_locator

Source artifact SHA-256: 4bbe2ecff0ad75944b3aec5131369c1b2f75ff6f4b5dc257487a274fdd7b0fef

Hash scope: SHA-256 of retrieved original artifact bytes

Format: original_artifact

Inspected artifact

Url
https://pmc.ncbi.nlm.nih.gov/articles/PMC13090125/
Source metadata
dreams: Journal full-text XML

Original source ↗

No field-specific location recorded

Version: Retrieved page snapshot; no immutable publisher revision supplied
Retrieved: 2026-09-16T19:53:03.200000+00:00

catalogued

No individual claim review recorded

Audit details

Field: attributes.url

Source artifact SHA-256: 4bbe2ecff0ad75944b3aec5131369c1b2f75ff6f4b5dc257487a274fdd7b0fef

Hash scope: SHA-256 of retrieved original artifact bytes

Format: original_artifact

Inspected artifact

How to read the evidence

Sources and history

Release 2026-11-02-a7f03c9e55a5 · Record review: source checked

Primary-source artifact retrieved for field-level model-profile review. Source inspection is not independent model reproduction.

Release history

No supporting source is linked yet.

Read original source

Download this release (gzip)
Technical metadata and extraction receipts

Stable ID: evidence-official-116050b81d03a38e3b6f

url
https://pmc.ncbi.nlm.nih.gov/articles/PMC13090125/
artifact url
https://www.ebi.ac.uk/europepmc/webservices/rest/PMC13090125/fullTextXML
version
Retrieved page snapshot; no immutable publisher revision supplied
retrieved at
2026-09-16T19:53:03.200000+00:00
artifact sha256
4bbe2ecff0ad75944b3aec5131369c1b2f75ff6f4b5dc257487a274fdd7b0fef
artifact format
original_artifact
hash scope
SHA-256 of retrieved original artifact bytes
retrieval note
Direct source retrieval
source locator
Journal full-text XML
review
method: automated-source-review; scope: Only cited profile claims; no numerical performance result added or independently reproduced.
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