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Evaluation

Emb-Cos on MSAlign molecular retrieval NPLIB1: no formula, R@5: NPLIB1 retrieval with no formula

MSAlign molecular retrieval evaluation of Emb-Cos on NPLIB1 retrieval with no formula, scored with Recall@5.

Evaluation results

1 evaluation · 1 metric rows. Different protocols are not a single leaderboard.

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Applied filters: All linked evaluations

Exact evaluated configurations and original reported results
Tested configurationProtocol and datasetFindingEvidence and details
Configuration: Emb-CosProtocol: MSAlign molecular retrieval NPLIB1: no formula, R@5: NPLIB1 retrieval with no formula
Dataset subset: NPLIB1, no formula candidate pool (MSAlign molecular retrieval split)
48.3% recall_at_5
percent · higher

Uncertainty: Not reported

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · source checked
Methods, coverage and source

Emb-Cos on MSAlign molecular retrieval NPLIB1: no formula, R@5: NPLIB1 retrieval with no formula

Section 5.1 candidate retrieval: 256 mass-matched PubChem candidates per spectrum without formula; formula-conditioned methods can exploit true formula and MSAlign+Filter reduces the pool to about 100. Preserve the named source split; exact original split hashes remain unextracted.

Aggregation: Not reported

msalign: Primary paper PDF · Table 3, NPLIB1, row R@5, column 6 (Emb-Cos)

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

Evaluation procedure

Section 5.1 candidate retrieval: 256 mass-matched PubChem candidates per spectrum without formula; formula-conditioned methods can exploit true formula and MSAlign+Filter reduces the pool to about 100. Preserve the named source split; exact original split hashes remain unextracted.

Configuration
Emb-Cos
Protocol
MSAlign molecular retrieval NPLIB1: no formula, R@5: NPLIB1 retrieval with no formula
Dataset subset
NPLIB1, no formula candidate pool (MSAlign molecular retrieval split)
origin
Independent external evaluation
configuration
Not reported
protocol id
msalign-2026-table3-task-nplib1-no-formula-r-5
metric implementation
Recall@5

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

Reproduction

Split
Not reported
Adaptation
Not reported
Scoring implementation
Recall@5

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
Author-trained/evaluated retrieval models under the settings in Section 5.1. Candidate sets are kept distinct by dataset, split and whether the molecular formula is supplied.
Context-only references
msalign: Primary paper PDF

Original source ↗

Table 3, NPLIB1, row R@5, column 6 (Emb-Cos)

Version: 2605.19752v1
Retrieved: 2026-09-16T20:04:04.777728+00:00

not individually reviewed

No individual claim review recorded

independent paper

Audit details

Field: attributes.adaptation

Source artifact SHA-256: 7395a55141ee7916741b7d9e6d4f42a1d3a03217a36ce6824ac3ff48afd4f26f

Hash scope: SHA-256 of retrieved original artifact bytes

Format: original_artifact

Inspected artifact

attributes.comparison.metric_implementation
Recall@5
Context-only references
msalign: Primary paper PDF

Original source ↗

Table 3, NPLIB1, row R@5, column 6 (Emb-Cos)

Version: 2605.19752v1
Retrieved: 2026-09-16T20:04:04.777728+00:00

not individually reviewed

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.metric_implementation

Source artifact SHA-256: 7395a55141ee7916741b7d9e6d4f42a1d3a03217a36ce6824ac3ff48afd4f26f

Hash scope: SHA-256 of retrieved original artifact bytes

Format: original_artifact

Inspected artifact

attributes.comparison.protocol_id
msalign-2026-table3-task-nplib1-no-formula-r-5
Context-only references
msalign: Primary paper PDF

Original source ↗

Table 3, NPLIB1, row R@5, column 6 (Emb-Cos)

Version: 2605.19752v1
Retrieved: 2026-09-16T20:04:04.777728+00:00

not individually reviewed

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.protocol_id

Source artifact SHA-256: 7395a55141ee7916741b7d9e6d4f42a1d3a03217a36ce6824ac3ff48afd4f26f

Hash scope: SHA-256 of retrieved original artifact bytes

Format: original_artifact

Inspected artifact

attributes.evaluation_group_id
msalign-2026-table3-method-emb-cos-msalign-2026-table3-dataset-nplib1-no-formula-candidate-pool-evaluation-setup
Context-only references
msalign: Primary paper PDF

Original source ↗

Table 3, NPLIB1, row R@5, column 6 (Emb-Cos)

Version: 2605.19752v1
Retrieved: 2026-09-16T20:04:04.777728+00:00

not individually reviewed

No individual claim review recorded

independent paper

Audit details

Field: attributes.evaluation_group_id

Source artifact SHA-256: 7395a55141ee7916741b7d9e6d4f42a1d3a03217a36ce6824ac3ff48afd4f26f

Hash scope: SHA-256 of retrieved original artifact bytes

Format: original_artifact

Inspected artifact

attributes.evidence_overlap
Complete Table 3 of one paper; dataset/split/input groups are not independent replications of a common protocol.
Context-only references
msalign: Primary paper PDF

Original source ↗

Table 3, NPLIB1, row R@5, column 6 (Emb-Cos)

Version: 2605.19752v1
Retrieved: 2026-09-16T20:04:04.777728+00:00

not individually reviewed

No individual claim review recorded

independent paper

Audit details

Field: attributes.evidence_overlap

Source artifact SHA-256: 7395a55141ee7916741b7d9e6d4f42a1d3a03217a36ce6824ac3ff48afd4f26f

Hash scope: SHA-256 of retrieved original artifact bytes

Format: original_artifact

Inspected artifact

attributes.origin
independent_paper
Context-only references
msalign: Primary paper PDF

Original source ↗

Table 3, NPLIB1, row R@5, column 6 (Emb-Cos)

Version: 2605.19752v1
Retrieved: 2026-09-16T20:04:04.777728+00:00

not individually reviewed

No individual claim review recorded

independent paper

Audit details

Field: attributes.origin

Source artifact SHA-256: 7395a55141ee7916741b7d9e6d4f42a1d3a03217a36ce6824ac3ff48afd4f26f

Hash scope: SHA-256 of retrieved original artifact bytes

Format: original_artifact

Inspected artifact

attributes.protocol
Section 5.1 candidate retrieval: 256 mass-matched PubChem candidates per spectrum without formula; formula-conditioned methods can exploit true formula and MSAlign+Filter reduces the pool to about 100. Preserve the named source split; exact original split hashes remain unextracted.
Context-only references
msalign: Primary paper PDF

Original source ↗

Table 3, NPLIB1, row R@5, column 6 (Emb-Cos)

Version: 2605.19752v1
Retrieved: 2026-09-16T20:04:04.777728+00:00

not individually reviewed

No individual claim review recorded

independent paper

Audit details

Field: attributes.protocol

Source artifact SHA-256: 7395a55141ee7916741b7d9e6d4f42a1d3a03217a36ce6824ac3ff48afd4f26f

Hash scope: SHA-256 of retrieved original artifact bytes

Format: original_artifact

Inspected artifact

attributes.published_score_reproduction
false
Context-only references
msalign: Primary paper PDF

Original source ↗

Table 3, NPLIB1, row R@5, column 6 (Emb-Cos)

Version: 2605.19752v1
Retrieved: 2026-09-16T20:04:04.777728+00:00

not individually reviewed

No individual claim review recorded

independent paper

Audit details

Field: attributes.published_score_reproduction

Source artifact SHA-256: 7395a55141ee7916741b7d9e6d4f42a1d3a03217a36ce6824ac3ff48afd4f26f

Hash scope: SHA-256 of retrieved original artifact bytes

Format: original_artifact

Inspected artifact

attributes.source_locator
Table 3, NPLIB1, row R@5, column 6 (Emb-Cos)
Context-only references
msalign: Primary paper PDF

Original source ↗

Table 3, NPLIB1, row R@5, column 6 (Emb-Cos)

Version: 2605.19752v1
Retrieved: 2026-09-16T20:04:04.777728+00:00

not individually reviewed

No individual claim review recorded

independent paper

Audit details

Field: attributes.source_locator

Source artifact SHA-256: 7395a55141ee7916741b7d9e6d4f42a1d3a03217a36ce6824ac3ff48afd4f26f

Hash scope: SHA-256 of retrieved original artifact bytes

Format: original_artifact

Inspected artifact

attributes.suite_complete
false
Context-only references
msalign: Primary paper PDF

Original source ↗

Table 3, NPLIB1, row R@5, column 6 (Emb-Cos)

Version: 2605.19752v1
Retrieved: 2026-09-16T20:04:04.777728+00:00

not individually reviewed

No individual claim review recorded

independent paper

Audit details

Field: attributes.suite_complete

Source artifact SHA-256: 7395a55141ee7916741b7d9e6d4f42a1d3a03217a36ce6824ac3ff48afd4f26f

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: msalign-2026-table3-evaluation-emb-cos-nplib1-no-formula-r-5

areas
molecular-omics
tasks
NPLIB1 retrieval with no formula
origin
independent_paper
protocol
Section 5.1 candidate retrieval: 256 mass-matched PubChem candidates per spectrum without formula; formula-conditioned methods can exploit true formula and MSAlign+Filter reduces the pool to about 100. Preserve the named source split; exact original split hashes remain unextracted.
comparison
protocol id: msalign-2026-table3-task-nplib1-no-formula-r-5; metric implementation: Recall@5
missing metadata
checkpoint revision: unreported; seeds: unreported; budget: unreported; split manifest: unextracted
source locator
Table 3, NPLIB1, row R@5, column 6 (Emb-Cos)
adaptation
Author-trained/evaluated retrieval models under the settings in Section 5.1. Candidate sets are kept distinct by dataset, split and whether the molecular formula is supplied.
evidence overlap
Complete Table 3 of one paper; dataset/split/input groups are not independent replications of a common protocol.
published score reproduction
false
suite complete
false
evaluation group id
msalign-2026-table3-method-emb-cos-msalign-2026-table3-dataset-nplib1-no-formula-candidate-pool-evaluation-setup
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