rewirebio.iobenchmarks
Configuration

MolMS predictor with ChemBERTa embedder (FlexMS)

MolMS predictor with ChemBERTa embedder; no settings beyond its name are recorded.

1 evaluation · 2 results

Overview

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Consult the linked sources for architecture or protocol details. Missing evidence is not evidence of a missing capability.

Evaluations and results

1 evaluation · 2 results. Different protocols are not a single leaderboard.

Protocol: FlexMS molecule-to-spectrum prediction on MassSpecGym, embedder-predictor grid (Table 2) · Dataset: MassSpecGym (FlexMS spectrum prediction)

Sorted by Jensen shannon similarity (test split; bin resolution not stated in the caption) (higher is better). The best value in each column is highlighted. Decimals are rounded for display; each value links to the printed value and its source.

Tested configurationJensen shannon similarity (test split; bin resolution not stated in the caption)Spectrum cosine similarity (test split; bin resolution not stated in the caption)
MolMS predictor with ChemBERTa embedder (FlexMS)Evaluation0.4360.233
All 2 result rows with coverage, uncertainty and sources
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Applied filters: All linked evaluations

Exact evaluated configurations and original reported results
Tested configurationProtocol and datasetFindingEvidence and details
Configuration: MolMS predictor with ChemBERTa embedder (FlexMS)Protocol: FlexMS molecule-to-spectrum prediction on MassSpecGym, embedder-predictor grid (Table 2)
Dataset: MassSpecGym (FlexMS spectrum prediction)
0.436 Jensen shannon similarity (test split; bin resolution not stated in the caption)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

MolMS with ChemBERTa on MassSpecGym spectrum prediction

lit20261011-zhong2026-protocol-t2-massspecgym

Aggregation: Not reported

FlexMS: A Unified Public Benchmark for Molecule Tandem Mass Spectrum Prediction · Table 2 section 'Jensen-Shannon Similarity (JS Sim)', row 'MolMS', column 'CBTa'
Configuration: MolMS predictor with ChemBERTa embedder (FlexMS)Protocol: FlexMS molecule-to-spectrum prediction on MassSpecGym, embedder-predictor grid (Table 2)
Dataset: MassSpecGym (FlexMS spectrum prediction)
0.233 Spectrum cosine similarity (test split; bin resolution not stated in the caption)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

MolMS with ChemBERTa on MassSpecGym spectrum prediction

lit20261011-zhong2026-protocol-t2-massspecgym

Aggregation: Not reported

FlexMS: A Unified Public Benchmark for Molecule Tandem Mass Spectrum Prediction · Table 2 section 'Cosine Similarity (Cos Sim)', row 'MolMS', column 'CBTa'

Source checking is not independent reproduction. Release 2026-10-23-5347695500ed.

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Evidence

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Evidence table

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0 evidence rows matching the loaded filters

Claims, original sources and review scope · Release 2026-10-23-5347695500ed
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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: lit20261011-zhong2026-config-molms-cbta

areas
metabolomics
contexts
research
method types
foundation_model
reported name
MolMS predictor with ChemBERTa embedder (FlexMS)
foundation model eligible
true
version
Trained by the benchmark authors in FlexMS
configuration
embedder: ChemBERTa; predictor: MolMS
source locator
Table 2 row 'MolMS', column 'CBTa'; caption abbreviations
missing metadata
checkpoint: reason: unreported
provenance note
MolMS predictor with ChemBERTa embedder (FlexMS) as run in the cited comparison.
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