MVP
Named prediction model family identified in the cited primary source. Exact fitted configurations and scores are separate records.
Overview
Named prediction model family identified in the cited primary source. Exact fitted configurations and scores are separate records.
Consult the linked sources for architecture or protocol details. Missing evidence is not evidence of a missing capability.
Evaluations and results
3 evaluations · 9 results. Different protocols are not a single leaderboard.
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Applied filters: All linked evaluations
| Tested configuration | Protocol and dataset | Finding | Evidence and details |
|---|---|---|---|
| Configuration: MVP [MSAlign v2] | Protocol: MSAlign v2 retrieval: massspecgym-formula-formula-oracle Dataset subset: MSAlign v2 massspecgym-formula-formula-oracle | 23.3 ± 3.4% recall_at_1 percent · higher Uncertainty: type: standard_deviation; reported spread: 3.4; scope: Three random splitting seeds. Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceMVP massspecgym-formula-formula-oracle Not reported Aggregation: Not reported MSAlign arXiv v2 Table 3 · Table 3 p7; massspecgym-formula block, R@1 row, MVP column |
| Configuration: MVP [MSAlign v2] | Protocol: MSAlign v2 retrieval: massspecgym-formula-formula-oracle Dataset subset: MSAlign v2 massspecgym-formula-formula-oracle | 71.8 ± 0.6% recall_at_20 percent · higher Uncertainty: type: standard_deviation; reported spread: 0.6; scope: Three random splitting seeds. Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceMVP massspecgym-formula-formula-oracle Not reported Aggregation: Not reported MSAlign arXiv v2 Table 3 · Table 3 p7; massspecgym-formula block, R@20 row, MVP column |
| Configuration: MVP [MSAlign v2] | Protocol: MSAlign v2 retrieval: massspecgym-formula-formula-oracle Dataset subset: MSAlign v2 massspecgym-formula-formula-oracle | 47.3 ± 2.0% recall_at_5 percent · higher Uncertainty: type: standard_deviation; reported spread: 2.0; scope: Three random splitting seeds. Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceMVP massspecgym-formula-formula-oracle Not reported Aggregation: Not reported MSAlign arXiv v2 Table 3 · Table 3 p7; massspecgym-formula block, R@5 row, MVP column |
| Configuration: MVP [MSAlign v2] | Protocol: MSAlign v2 retrieval: massspecgym-mces-formula-oracle Dataset subset: MSAlign v2 massspecgym-mces-formula-oracle | 25.6 ± 0.8% recall_at_1 percent · higher Uncertainty: type: standard_deviation; reported spread: 0.8; scope: Two MCES validation/test-swapped variants per methods, despite blanket three-split table caption. Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceMVP massspecgym-mces-formula-oracle Not reported Aggregation: Not reported MSAlign arXiv v2 Table 3 · Table 3 p7; massspecgym-mces block, R@1 row, MVP column |
| Configuration: MVP [MSAlign v2] | Protocol: MSAlign v2 retrieval: massspecgym-mces-formula-oracle Dataset subset: MSAlign v2 massspecgym-mces-formula-oracle | 79.9 ± 2.3% recall_at_20 percent · higher Uncertainty: type: standard_deviation; reported spread: 2.3; scope: Two MCES validation/test-swapped variants per methods, despite blanket three-split table caption. Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceMVP massspecgym-mces-formula-oracle Not reported Aggregation: Not reported MSAlign arXiv v2 Table 3 · Table 3 p7; massspecgym-mces block, R@20 row, MVP column |
| Configuration: MVP [MSAlign v2] | Protocol: MSAlign v2 retrieval: massspecgym-mces-formula-oracle Dataset subset: MSAlign v2 massspecgym-mces-formula-oracle | 55.3 ± 0.1% recall_at_5 percent · higher Uncertainty: type: standard_deviation; reported spread: 0.1; scope: Two MCES validation/test-swapped variants per methods, despite blanket three-split table caption. Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceMVP massspecgym-mces-formula-oracle Not reported Aggregation: Not reported MSAlign arXiv v2 Table 3 · Table 3 p7; massspecgym-mces block, R@5 row, MVP column |
| Configuration: MVP [MSAlign v2] | Protocol: MSAlign v2 retrieval: spectraverse-formula-oracle Dataset subset: MSAlign v2 spectraverse-formula-oracle | 9.6 ± 0.6% recall_at_1 percent · higher Uncertainty: type: standard_deviation; reported spread: 0.6; scope: Three random splitting seeds. Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceMVP spectraverse-formula-oracle Not reported Aggregation: Not reported MSAlign arXiv v2 Table 3 · Table 3 p7; spectraverse block, R@1 row, MVP column |
| Configuration: MVP [MSAlign v2] | Protocol: MSAlign v2 retrieval: spectraverse-formula-oracle Dataset subset: MSAlign v2 spectraverse-formula-oracle | 48.3 ± 0.7% recall_at_20 percent · higher Uncertainty: type: standard_deviation; reported spread: 0.7; scope: Three random splitting seeds. Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceMVP spectraverse-formula-oracle Not reported Aggregation: Not reported MSAlign arXiv v2 Table 3 · Table 3 p7; spectraverse block, R@20 row, MVP column |
| Configuration: MVP [MSAlign v2] | Protocol: MSAlign v2 retrieval: spectraverse-formula-oracle Dataset subset: MSAlign v2 spectraverse-formula-oracle | 25.9 ± 1.8% recall_at_5 percent · higher Uncertainty: type: standard_deviation; reported spread: 1.8; scope: Three random splitting seeds. Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceMVP spectraverse-formula-oracle Not reported Aggregation: Not reported MSAlign arXiv v2 Table 3 · Table 3 p7; spectraverse block, R@5 row, MVP column |
Source checking is not independent reproduction. Release 2026-09-30-e37e3ab1284d.
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How it works, versions and access
Versions and evaluated configurations
- MVP [MSAlign v2] · variant of
Strengths, limitations and unresolved questions
Evidence
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Evidence table
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Sources and history
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Release 2026-09-30-e37e3ab1284d · Record review: source checked
1 source records and release history
- MSAlign arXiv v2 Table 3 · Original source · 2605.19752v2, 25 September 2026
Technical metadata and extraction receipts
Stable ID: uc20260930-model-mvp
- areas
- metabolomics
- source locator
- Table 3 source column MVP; Section 5.1 Baselines
- review
- method: automated_source_review; reviewer: Codex experimental-use-case curation; date: 2026-09-30; reviewed at: 2026-09-30T21:40:59.576893+00:00; scope: Primary-source transcription and catalogue applicability audit; not human scientific review or independent experimental reproduction.
- entity level
- family
- identity scope
- Family/method identity only; no undocumented checkpoint equivalence.
Related records
- variant of: MVP [MSAlign v2]