rewirebio.iobenchmarks
Result

Jensen shannon similarity (test split; bin resolution not stated in the caption) of MassFormer predictor with CNN embedder (FlexMS) on MassSpecGym (FlexMS spectrum prediction)

0.477 Jensen shannon similarity (test split; bin resolution not stated in the caption)

Methods

Tested configuration
MassFormer predictor with CNN embedder (FlexMS)
Protocol
FlexMS molecule-to-spectrum prediction on MassSpecGym, embedder-predictor grid (Table 2)
Dataset
MassSpecGym (FlexMS spectrum prediction)
Procedure
FlexMS molecule-to-spectrum prediction on MassSpecGym, embedder-predictor grid (Table 2)
Evaluation
MassFormer with CNN on MassSpecGym spectrum prediction
Coverage
Not reported scored / Not reported eligible
Uncertainty
Not reported by the source
Evidence
Independent external evaluation · source checkedFlexMS: A Unified Public Benchmark for Molecule Tandem Mass Spectrum Prediction · Table 2 section 'Jensen-Shannon Similarity (JS Sim)', row 'Mass', column 'CNN'

A source-checked result verifies the numerical transcription, not every model or protocol detail. Evaluation metadata: source checked. Source checked does not mean independently reproduced.

Reproduction

Split
MassSpecGym official split
Adaptation
Trained from scratch or fine-tuned end to end
Scoring implementation
Not reported

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.

1 evidence row matching the loaded filters

Claims, original sources and review scope · Release 2026-10-23-5347695500ed
Property and statementOriginal source and locationReview and provenance
Reported result
0.477
Individual claims
FlexMS: A Unified Public Benchmark for Molecule Tandem Mass Spectrum Prediction

Original source ↗

Table 2 section 'Jensen-Shannon Similarity (JS Sim)', row 'Mass', column 'CNN'

Version: arXiv 2602.22822v4 (v1 submitted 2026-02-26; v4 dated 2026-06-24 on the PDF)
Retrieved: 2026-10-11T00:44:14Z

source checked

["source-hash-verification","pdf-text-parse","independent-cell-check"] · 2026-10-12

independent paper

Audit details

Extraction: Extracted from the pinned PDF text layer (pdftotext 26.08.0 -layout) by extract/zhong2026.py with the header row, section labels and predictor labels asserted. Independent review 2026-10-12: value, locator, metric, unit, direction and linked configuration and protocol checked.

Field: attributes.printed_value

Source artifact SHA-256: 44c83ca8a52abb2f625840cd7885fcdc1013419a1faaa5de6a7e8ccc672e546d

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

Inspected artifact

Extraction artifact SHA-256: 44c83ca8a52abb2f625840cd7885fcdc1013419a1faaa5de6a7e8ccc672e546d

Extraction artifact

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-result-t2-mass-cnn-jensen-shannon-similarity

metric
jensen-shannon-similarity
metric direction
higher
unit
unitless
printed value
0.477
numeric value
0.477
metric qualifier
test split; bin resolution not stated in the caption
source locator
Table 2 section 'Jensen-Shannon Similarity (JS Sim)', row 'Mass', column 'CNN'
missing metadata
uncertainty: reason: unreported
review
method: source-hash-verification; pdf-text-parse; independent-cell-check; method note: Re-downloaded the arXiv PDF and matched its SHA-256. An independent regex parse of pdftotext -layout compared all 66 Table 2 cells (value, metric and predictor) with no mismatch; a seeded sample of 40 cells was read against the rendered PDF page and all matched.; reviewer: claude; reviewer note: Claude review agent reviewer-ro-2, independent of the extractor lit-rna-other; no human review claimed; date: 2026-10-12; artifact sha256: 44c83ca8a52abb2f625840cd7885fcdc1013419a1faaa5de6a7e8ccc672e546d; retrieval url: https://arxiv.org/pdf/2602.22822v4; note: Extraction: Extracted from the pinned PDF text layer (pdftotext 26.08.0 -layout) by extract/zhong2026.py with the header row, section labels and predictor labels asserted. Independent review 2026-10-12: value, locator, metric, unit, direction and linked configuration and protocol checked.
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