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Evaluation

FFN contrastive on MIST CANOPUS retrieval Top 50: MIST CANOPUS fingerprint retrieval: Top 50

MIST CANOPUS retrieval evaluation of FFN contrastive on MIST CANOPUS fingerprint retrieval: Top 50, scored with Retrieval accuracy@50.

Evaluation results

1 evaluation · 1 metric rows. 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: FFN contrastiveProtocol: MIST CANOPUS retrieval Top 50: MIST CANOPUS fingerprint retrieval: Top 50
Dataset subset: MIST CANOPUS benchmark test set used in DreaMS Extended Data Table 1 (MIST CANOPUS retrieval split)
75.062% accuracy_at_50
percent · higher

Uncertainty: Not reported

Coverage: Not reported scored / Not reported eligible

Evaluation origin not reported · source checked
Methods, coverage and source

FFN contrastive on MIST CANOPUS retrieval Top 50: MIST CANOPUS fingerprint retrieval: Top 50

MIST CANOPUS PubChem candidate retrieval; candidate positives share true molecule InChIKey first14 characters, negatives share molecular formula; rank cosine similarity of predicted and candidate fingerprints; accuracy@k is fraction of spectra with positive candidate in top k, printed as percent. Full test set named in Extended Data Table 1; exact split version/hash unextracted; 8000 spectra/7000 molecules describes total benchmark, not confirmed test denominator.

Aggregation: Not reported

dreams: Journal full-text XML · Extended Data Table 1 (XML Tab1), row FFN contrastive, column Top 50

Source checking is not independent reproduction. Release 2026-09-23-2b89723c6dd9.

Evaluation procedure

MIST CANOPUS PubChem candidate retrieval; candidate positives share true molecule InChIKey first14 characters, negatives share molecular formula; rank cosine similarity of predicted and candidate fingerprints; accuracy@k is fraction of spectra with positive candidate in top k, printed as percent. Full test set named in Extended Data Table 1; exact split version/hash unextracted; 8000 spectra/7000 molecules describes total benchmark, not confirmed test denominator.

Configuration
FFN contrastive
Protocol
MIST CANOPUS retrieval Top 50: MIST CANOPUS fingerprint retrieval: Top 50
Dataset subset
MIST CANOPUS benchmark test set used in DreaMS Extended Data Table 1 (MIST CANOPUS retrieval split)
origin
Evaluation origin not reported
configuration
Not reported
protocol id
dreams-mist-retrieval-task-top-50
metric implementation
Retrieval accuracy@50

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

Reproduction

Split
Not reported
Adaptation
Not reported
Scoring implementation
Retrieval accuracy@50

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.

15 evidence rows matching the loaded filters

Claims, original sources and review scope · Release 2026-09-23-2b89723c6dd9
Property and statementOriginal source and locationReview and provenance
attributes.adaptation
Supervised fingerprint prediction; contrastive comparators use additional PubChem candidates. Model-specific inputs and training differ.
Context-only references
dreams: Journal full-text XML

Original source ↗

Extended Data Table 1 (XML Tab1), row FFN contrastive, column Top 50

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

not individually reviewed

No individual claim review recorded

unreported

Audit details

Field: attributes.adaptation

Source artifact SHA-256: 4bbe2ecff0ad75944b3aec5131369c1b2f75ff6f4b5dc257487a274fdd7b0fef

Hash scope: SHA-256 of retrieved original artifact bytes

Format: original_artifact

Inspected artifact

attributes.comparison.metric_implementation
Retrieval accuracy@50
Context-only references
dreams: Journal full-text XML

Original source ↗

Extended Data Table 1 (XML Tab1), row FFN contrastive, column Top 50

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

not individually reviewed

No individual claim review recorded

unreported

Audit details

Field: attributes.comparison.metric_implementation

Source artifact SHA-256: 4bbe2ecff0ad75944b3aec5131369c1b2f75ff6f4b5dc257487a274fdd7b0fef

Hash scope: SHA-256 of retrieved original artifact bytes

Format: original_artifact

Inspected artifact

attributes.comparison.protocol_id
dreams-mist-retrieval-task-top-50
Context-only references
dreams: Journal full-text XML

Original source ↗

Extended Data Table 1 (XML Tab1), row FFN contrastive, column Top 50

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

not individually reviewed

No individual claim review recorded

unreported

Audit details

Field: attributes.comparison.protocol_id

Source artifact SHA-256: 4bbe2ecff0ad75944b3aec5131369c1b2f75ff6f4b5dc257487a274fdd7b0fef

Hash scope: SHA-256 of retrieved original artifact bytes

Format: original_artifact

Inspected artifact

attributes.evaluation_group_id
dreams-mist-retrieval-method-ffn-contrastive-dreams-mist-retrieval-dataset-mist-canopus-benchmark-test-set-used-in-dreams-extended-data-table-1-evaluation-setup
Context-only references
dreams: Journal full-text XML

Original source ↗

Extended Data Table 1 (XML Tab1), row FFN contrastive, column Top 50

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

not individually reviewed

No individual claim review recorded

unreported

Audit details

Field: attributes.evaluation_group_id

Source artifact SHA-256: 4bbe2ecff0ad75944b3aec5131369c1b2f75ff6f4b5dc257487a274fdd7b0fef

Hash scope: SHA-256 of retrieved original artifact bytes

Format: original_artifact

Inspected artifact

attributes.evidence_overlap
Complete Extended Data Table 1 from one paper. Comparator execution provenance is unresolved; do not treat quoted comparisons as additional independent experiments.
Context-only references
dreams: Journal full-text XML

Original source ↗

Extended Data Table 1 (XML Tab1), row FFN contrastive, column Top 50

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

not individually reviewed

No individual claim review recorded

unreported

Audit details

Field: attributes.evidence_overlap

Source artifact SHA-256: 4bbe2ecff0ad75944b3aec5131369c1b2f75ff6f4b5dc257487a274fdd7b0fef

Hash scope: SHA-256 of retrieved original artifact bytes

Format: original_artifact

Inspected artifact

attributes.origin
unreported
Context-only references
dreams: Journal full-text XML

Original source ↗

Extended Data Table 1 (XML Tab1), row FFN contrastive, column Top 50

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

missing or unspecified

No individual claim review recorded

unreported

Audit details

Field: attributes.origin

Source artifact SHA-256: 4bbe2ecff0ad75944b3aec5131369c1b2f75ff6f4b5dc257487a274fdd7b0fef

Hash scope: SHA-256 of retrieved original artifact bytes

Format: original_artifact

Inspected artifact

attributes.protocol
MIST CANOPUS PubChem candidate retrieval; candidate positives share true molecule InChIKey first14 characters, negatives share molecular formula; rank cosine similarity of predicted and candidate fingerprints; accuracy@k is fraction of spectra with positive candidate in top k, printed as percent. Full test set named in Extended Data Table 1; exact split version/hash unextracted; 8000 spectra/7000 molecules describes total benchmark, not confirmed test denominator.
Context-only references
dreams: Journal full-text XML

Original source ↗

Extended Data Table 1 (XML Tab1), row FFN contrastive, column Top 50

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

not individually reviewed

No individual claim review recorded

unreported

Audit details

Field: attributes.protocol

Source artifact SHA-256: 4bbe2ecff0ad75944b3aec5131369c1b2f75ff6f4b5dc257487a274fdd7b0fef

Hash scope: SHA-256 of retrieved original artifact bytes

Format: original_artifact

Inspected artifact

attributes.published_score_reproduction
false
Context-only references
dreams: Journal full-text XML

Original source ↗

Extended Data Table 1 (XML Tab1), row FFN contrastive, column Top 50

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

not individually reviewed

No individual claim review recorded

unreported

Audit details

Field: attributes.published_score_reproduction

Source artifact SHA-256: 4bbe2ecff0ad75944b3aec5131369c1b2f75ff6f4b5dc257487a274fdd7b0fef

Hash scope: SHA-256 of retrieved original artifact bytes

Format: original_artifact

Inspected artifact

attributes.source_locator
Extended Data Table 1 (XML Tab1), row FFN contrastive, column Top 50
Context-only references
dreams: Journal full-text XML

Original source ↗

Extended Data Table 1 (XML Tab1), row FFN contrastive, column Top 50

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

not individually reviewed

No individual claim review recorded

unreported

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

attributes.suite_complete
false
Context-only references
dreams: Journal full-text XML

Original source ↗

Extended Data Table 1 (XML Tab1), row FFN contrastive, column Top 50

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

not individually reviewed

No individual claim review recorded

unreported

Audit details

Field: attributes.suite_complete

Source artifact SHA-256: 4bbe2ecff0ad75944b3aec5131369c1b2f75ff6f4b5dc257487a274fdd7b0fef

Hash scope: SHA-256 of retrieved original artifact bytes

Format: original_artifact

Inspected artifact

Sources and history

View linked audit checks and correction history

Release 2026-09-23-2b89723c6dd9 · Record review: source checked

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

Stable ID: dreams-mist-retrieval-evaluation-ffn-contrastive-top-50

areas
metabolomics
tasks
MIST CANOPUS fingerprint retrieval: Top 50
origin
unreported
protocol
MIST CANOPUS PubChem candidate retrieval; candidate positives share true molecule InChIKey first14 characters, negatives share molecular formula; rank cosine similarity of predicted and candidate fingerprints; accuracy@k is fraction of spectra with positive candidate in top k, printed as percent. Full test set named in Extended Data Table 1; exact split version/hash unextracted; 8000 spectra/7000 molecules describes total benchmark, not confirmed test denominator.
comparison
protocol id: dreams-mist-retrieval-task-top-50; metric implementation: Retrieval accuracy@50
missing metadata
checkpoint revision: unreported; seeds: unreported; budget: unreported; split manifest: unextracted
source locator
Extended Data Table 1 (XML Tab1), row FFN contrastive, column Top 50
adaptation
Supervised fingerprint prediction; contrastive comparators use additional PubChem candidates. Model-specific inputs and training differ.
evidence overlap
Complete Extended Data Table 1 from one paper. Comparator execution provenance is unresolved; do not treat quoted comparisons as additional independent experiments.
published score reproduction
false
suite complete
false
evaluation group id
dreams-mist-retrieval-method-ffn-contrastive-dreams-mist-retrieval-dataset-mist-canopus-benchmark-test-set-used-in-dreams-extended-data-table-1-evaluation-setup
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