rewirebio.iobenchmarks
Evidence claim

Relevance of MassSpecGym mass-based retrieval, Hit rate@20 (MassSpecGym in the Wild Table 2) to "Shortlist molecular identities from tandem mass spectra"

Use case
Shortlist molecular identities from tandem mass spectra
Assessed by
MassSpecGym mass-based retrieval, Hit rate@20 (MassSpecGym in the Wild Table 2)
Relevance
Proxy evidence
Endpoint
Hit rate@20 (mean over MassSpecGym test spectra, 99.9% bootstrap CI) for ranking the true structure among mass-matched PubChem candidates

MassSpecGym mass-based retrieval Hit rate@20 as evidence for shortlisting candidate structures without a known formula.

2 reviewed evaluations

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.

20 evidence rows matching the loaded filters

Claims, original sources and review scope · Release 2026-10-23-5347695500ed
Property and statementOriginal source and locationReview and provenance
Citation locations
1 values
  • source id
    lit-otheromics-20261011-msgwild-source-liu2026
    locator
    Table 2, column 'Hit rate@20'; Section 4.3; Appendix 'Confidence Intervals'
Context-only references
MassSpecGym in the Wild: Uncovering and Correcting Evaluation Pitfalls in AI-Driven Molecule Discovery

Original source ↗

lit-otheromics-20261011-msgwild-source-liu2026: Table 2, column 'Hit rate@20'

Version: arXiv:2606.19624v1 (submitted 2026-06-17), arXiv HTML rendering
Retrieved: 2026-10-11T21:27:08Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.citation_locators

Source artifact SHA-256: 47f329399853bdd2a513707b97271dfd8875271be383168effde1b0f13efb0d2

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

Inspected artifact

Comparison group
massspecgym-in-the-wild-mass-retrieval
Context-only references
MassSpecGym in the Wild: Uncovering and Correcting Evaluation Pitfalls in AI-Driven Molecule Discovery

Original source ↗

lit-otheromics-20261011-msgwild-source-liu2026: Table 2, column 'Hit rate@20'

Version: arXiv:2606.19624v1 (submitted 2026-06-17), arXiv HTML rendering
Retrieved: 2026-10-11T21:27:08Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.comparison_group

Source artifact SHA-256: 47f329399853bdd2a513707b97271dfd8875271be383168effde1b0f13efb0d2

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

Inspected artifact

Comparison title
MassSpecGym in the Wild, mass-based retrieval (Table 2)
Context-only references
MassSpecGym in the Wild: Uncovering and Correcting Evaluation Pitfalls in AI-Driven Molecule Discovery

Original source ↗

lit-otheromics-20261011-msgwild-source-liu2026: Table 2, column 'Hit rate@20'

Version: arXiv:2606.19624v1 (submitted 2026-06-17), arXiv HTML rendering
Retrieved: 2026-10-11T21:27:08Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.comparison_title

Source artifact SHA-256: 47f329399853bdd2a513707b97271dfd8875271be383168effde1b0f13efb0d2

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

Inspected artifact

Constraints
4 values
  • Use only the two non-grey evaluations; the grey rows leak ground-truth or test-trained formula information and are excluded.
  • Treat MIST with the MIST-CF top-1 formula as a two-model pipeline (formula annotator plus formula-aware retriever). Do not transfer its score to MIST given a known formula, or to MIST-CF checkpoints trained on test spectra.
  • Do not combine with the formula-known (bonus) retrieval results of Table 3 or with MSAlign's split-specific pools.
  • Compare within this table only; corrected MassSpecGym v1.5 candidate canonicalization may change other published values.
Context-only references
MassSpecGym in the Wild: Uncovering and Correcting Evaluation Pitfalls in AI-Driven Molecule Discovery

Original source ↗

lit-otheromics-20261011-msgwild-source-liu2026: Table 2, column 'Hit rate@20'

Version: arXiv:2606.19624v1 (submitted 2026-06-17), arXiv HTML rendering
Retrieved: 2026-10-11T21:27:08Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.constraints

Source artifact SHA-256: 47f329399853bdd2a513707b97271dfd8875271be383168effde1b0f13efb0d2

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

Inspected artifact

Endpoint
Hit rate@20 (mean over MassSpecGym test spectra, 99.9% bootstrap CI) for ranking the true structure among mass-matched PubChem candidates
Context-only references
MassSpecGym in the Wild: Uncovering and Correcting Evaluation Pitfalls in AI-Driven Molecule Discovery

Original source ↗

lit-otheromics-20261011-msgwild-source-liu2026: Table 2, column 'Hit rate@20'

Version: arXiv:2606.19624v1 (submitted 2026-06-17), arXiv HTML rendering
Retrieved: 2026-10-11T21:27:08Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.endpoint

Source artifact SHA-256: 47f329399853bdd2a513707b97271dfd8875271be383168effde1b0f13efb0d2

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

Inspected artifact

Excluded evaluations
4 values
  • id
    lit-otheromics-20261011-msgwild-eval-random-ranking-among-candidates-filtered-by-the-ground-truth-formula-mass-retrieval-hit-rate-20
    reason
    Grey in the source: Grey: ground-truth formula leaks into the mass-based track. Not a valid formula-free result.
  • id
    lit-otheromics-20261011-msgwild-eval-mist-retrieval-with-top-1-formula-from-mist-cf-trained-on-test-data-only-mass-retrieval-hit-rate-20
    reason
    Grey in the source: Grey: formula annotator trained on test spectra. Not a valid formula-free result.
  • id
    lit-otheromics-20261011-msgwild-eval-mist-retrieval-with-top-1-formula-from-mist-cf-trained-on-train-and-test-data-mass-retrieval-hit-rate-20
    reason
    Grey in the source: Grey: formula annotator trained on test spectra. Not a valid formula-free result.
  • id
    lit-otheromics-20261011-msgwild-eval-mist-retrieval-with-the-ground-truth-formula-mass-retrieval-hit-rate-20
    reason
    Grey in the source: Grey: ground-truth formula leaks into the mass-based track. Not a valid formula-free result.
Context-only references
MassSpecGym in the Wild: Uncovering and Correcting Evaluation Pitfalls in AI-Driven Molecule Discovery

Original source ↗

lit-otheromics-20261011-msgwild-source-liu2026: Table 2, column 'Hit rate@20'

Version: arXiv:2606.19624v1 (submitted 2026-06-17), arXiv HTML rendering
Retrieved: 2026-10-11T21:27:08Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.excluded_evaluations

Source artifact SHA-256: 47f329399853bdd2a513707b97271dfd8875271be383168effde1b0f13efb0d2

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

Inspected artifact

Claimed field
links:assessed_by:lit-otheromics-20261011-msgwild-protocol-mass-retrieval-hit-rate-20
Context-only references
MassSpecGym in the Wild: Uncovering and Correcting Evaluation Pitfalls in AI-Driven Molecule Discovery

Original source ↗

lit-otheromics-20261011-msgwild-source-liu2026: Table 2, column 'Hit rate@20'

Version: arXiv:2606.19624v1 (submitted 2026-06-17), arXiv HTML rendering
Retrieved: 2026-10-11T21:27:08Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.field

Source artifact SHA-256: 47f329399853bdd2a513707b97271dfd8875271be383168effde1b0f13efb0d2

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

Inspected artifact

Headline metric
top-20-accuracy
Context-only references
MassSpecGym in the Wild: Uncovering and Correcting Evaluation Pitfalls in AI-Driven Molecule Discovery

Original source ↗

lit-otheromics-20261011-msgwild-source-liu2026: Table 2, column 'Hit rate@20'

Version: arXiv:2606.19624v1 (submitted 2026-06-17), arXiv HTML rendering
Retrieved: 2026-10-11T21:27:08Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.headline_metric

Source artifact SHA-256: 47f329399853bdd2a513707b97271dfd8875271be383168effde1b0f13efb0d2

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

Inspected artifact

Limitations
6 values
  • Authors include the MIST, MIST-CF and MassSpecGym developers (author_reported).
  • Preprint (arXiv:2606.19624v1).
  • The true structure must be in the candidate set; not open-world identification.
  • Retrieval inherits the errors of the formula annotator; its formula accuracy is in Table 7, not extracted.
  • Table 8 reports a further non-grey variant (MIST-CF top-5 formulas, element-wise max), not extracted.
  • Values are percentages printed without a percent sign in Table 2.
Context-only references
MassSpecGym in the Wild: Uncovering and Correcting Evaluation Pitfalls in AI-Driven Molecule Discovery

Original source ↗

lit-otheromics-20261011-msgwild-source-liu2026: Table 2, column 'Hit rate@20'

Version: arXiv:2606.19624v1 (submitted 2026-06-17), arXiv HTML rendering
Retrieved: 2026-10-11T21:27:08Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.limitations

Source artifact SHA-256: 47f329399853bdd2a513707b97271dfd8875271be383168effde1b0f13efb0d2

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

Inspected artifact

Pinned records
7 values
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    fields
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    sha256
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Context-only references
MassSpecGym in the Wild: Uncovering and Correcting Evaluation Pitfalls in AI-Driven Molecule Discovery

Original source ↗

lit-otheromics-20261011-msgwild-source-liu2026: Table 2, column 'Hit rate@20'

Version: arXiv:2606.19624v1 (submitted 2026-06-17), arXiv HTML rendering
Retrieved: 2026-10-11T21:27:08Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.pins

Source artifact SHA-256: 47f329399853bdd2a513707b97271dfd8875271be383168effde1b0f13efb0d2

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

Inspected artifact

How to read the evidence

Sources and history

Release 2026-10-23-5347695500ed · Record review: source checked

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

Stable ID: use-case-mapping-lit-otheromics-20261011-msgwild-mass-retrieval-hit-rate-20

field
links:assessed_by:lit-otheromics-20261011-msgwild-protocol-mass-retrieval-hit-rate-20
value
lit-otheromics-20261011-msgwild-protocol-mass-retrieval-hit-rate-20
relevance
proxy
endpoint
Hit rate@20 (mean over MassSpecGym test spectra, 99.9% bootstrap CI) for ranking the true structure among mass-matched PubChem candidates
rationale
Proxy, not direct. The mass-based track withholds the formula, which matches the use case's formula-free input and shortlist endpoint. MIST here takes the top-1 formula predicted from the spectrum by a MIST-CF retrained on the MassSpecGym training split only, and that formula is not used to filter candidates (Section 4.3), so the pipeline needs only the spectrum and precursor mass. This differs from the formula-conditioned MIST the use case excludes, which receives the true formula. Only two valid configurations are measured (random ranking and this MIST pipeline), and the candidate pool and split differ from the MSAlign settings the use case was built on.
constraints
Use only the two non-grey evaluations; the grey rows leak ground-truth or test-trained formula information and are excluded.; Treat MIST with the MIST-CF top-1 formula as a two-model pipeline (formula annotator plus formula-aware retriever). Do not transfer its score to MIST given a known formula, or to MIST-CF checkpoints trained on test spectra.; Do not combine with the formula-known (bonus) retrieval results of Table 3 or with MSAlign's split-specific pools.; Compare within this table only; corrected MassSpecGym v1.5 candidate canonicalization may change other published values.
limitations
Authors include the MIST, MIST-CF and MassSpecGym developers (author_reported).; Preprint (arXiv:2606.19624v1).; The true structure must be in the candidate set; not open-world identification.; Retrieval inherits the errors of the formula annotator; its formula accuracy is in Table 7, not extracted.; Table 8 reports a further non-grey variant (MIST-CF top-5 formulas, element-wise max), not extracted.; Values are percentages printed without a percent sign in Table 2.
citation locators
source id: lit-otheromics-20261011-msgwild-source-liu2026; locator: Table 2, column 'Hit rate@20'; Section 4.3; Appendix 'Confidence Intervals'
source locator
lit-otheromics-20261011-msgwild-source-liu2026: Table 2, column 'Hit rate@20'
headline metric
top-20-accuracy
reason
Add a relevance judgement for the MassSpecGym in the Wild mass-based retrieval protocol from the 2026-10-11 other-omics literature pass.
comparison group
massspecgym-in-the-wild-mass-retrieval
comparison title
MassSpecGym in the Wild, mass-based retrieval (Table 2)
stratum label
Hit rate@20
stratum order
2
excluded evaluations
id: lit-otheromics-20261011-msgwild-eval-random-ranking-among-candidates-filtered-by-the-ground-truth-formula-mass-retrieval-hit-rate-20; reason: Grey in the source: Grey: ground-truth formula leaks into the mass-based track. Not a valid formula-free result.; id: lit-otheromics-20261011-msgwild-eval-mist-retrieval-with-top-1-formula-from-mist-cf-trained-on-test-data-only-mass-retrieval-hit-rate-20; reason: Grey in the source: Grey: formula annotator trained on test spectra. Not a valid formula-free result.; id: lit-otheromics-20261011-msgwild-eval-mist-retrieval-with-top-1-formula-from-mist-cf-trained-on-train-and-test-data-mass-retrieval-hit-rate-20; reason: Grey in the source: Grey: formula annotator trained on test spectra. Not a valid formula-free result.; id: lit-otheromics-20261011-msgwild-eval-mist-retrieval-with-the-ground-truth-formula-mass-retrieval-hit-rate-20; reason: Grey in the source: Grey: ground-truth formula leaks into the mass-based track. Not a valid formula-free result.
reviewed evaluations
lit-otheromics-20261011-msgwild-eval-random-ranking-mass-retrieval-hit-rate-20; lit-otheromics-20261011-msgwild-eval-mist-retrieval-with-mist-cf-top-1-predicted-formula-mass-retrieval-hit-rate-20
review
method: automated-source-review; reviewer: claude; reviewer note: Claude review agent reviewer-ro-2, independent of the extractor lit-rna-otheromics; no human review claimed; reviewed at: 2026-10-12T07:44:06Z; note: Independent review of endpoint fit, relevance grade, grey-row exclusions and transfer limits against the use case and MassSpecGym in the Wild (arXiv:2606.19624v1) Table 2 and Section 4.3, with every Table 2 value checked against the source. Rationale, constraints and limitations are the reviewer's text (M8). No execution, reproduction, human scientific review or clinical validation.
pins
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