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1 evaluation · 1 result. Different protocols are not a single leaderboard.
Applied filters: All linked evaluations
| Tested configuration | Protocol and dataset | Finding | Evidence and details |
|---|---|---|---|
| Configuration: MIST + Neuraldecipher (MassSpecGym in the Wild) | Protocol: MassSpecGym de novo generation with formula (bonus), Top-10 Accuracy (MassSpecGym in the Wild Table 9) Dataset: MassSpecGym test fold, de novo generation with formula (bonus) (MassSpecGym in the Wild) | 0% Top-10 accuracy (de novo, exact match) percent · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Result quoted from another source · Source checkedMethods, coverage and sourceMIST + Neuraldecipher on MassSpecGym denovo-bonus (Top-10 Accuracy) lit-otheromics-20261011-msgwild-protocol-denovo-bonus-top-10-accuracy Aggregation: Not reported MassSpecGym in the Wild: Uncovering and Correcting Evaluation Pitfalls in AI-Driven Molecule Discovery · Table 9, row 'MIST + Neuraldecipher', column 'Top-10 Accuracy' |
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19 evidence rows matching the loaded filters
| Property and statement | Original source and location | Review and provenance |
|---|---|---|
| Comparison: adaptation Not reported Context-only references | MassSpecGym in the Wild: Uncovering and Correcting Evaluation Pitfalls in AI-Driven Molecule Discovery Table 9 row 'MIST + Neuraldecipher', column 'Top-10 Accuracy' Version: arXiv:2606.19624v1 (submitted 2026-06-17), arXiv HTML rendering | missing or unspecified No individual claim review recorded paper compilation Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Comparison: aggregation Mean over test spectra Context-only references | MassSpecGym in the Wild: Uncovering and Correcting Evaluation Pitfalls in AI-Driven Molecule Discovery Table 9 row 'MIST + Neuraldecipher', column 'Top-10 Accuracy' Version: arXiv:2606.19624v1 (submitted 2026-06-17), arXiv HTML rendering | not individually reviewed No individual claim review recorded paper compilation Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Comparison: budget Not reported Context-only references | MassSpecGym in the Wild: Uncovering and Correcting Evaluation Pitfalls in AI-Driven Molecule Discovery Table 9 row 'MIST + Neuraldecipher', column 'Top-10 Accuracy' Version: arXiv:2606.19624v1 (submitted 2026-06-17), arXiv HTML rendering | missing or unspecified No individual claim review recorded paper compilation Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Comparison: dataset version Not reported Context-only references | MassSpecGym in the Wild: Uncovering and Correcting Evaluation Pitfalls in AI-Driven Molecule Discovery Table 9 row 'MIST + Neuraldecipher', column 'Top-10 Accuracy' Version: arXiv:2606.19624v1 (submitted 2026-06-17), arXiv HTML rendering | missing or unspecified No individual claim review recorded paper compilation Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Comparison: inputs MS/MS spectrum and ground-truth formula (bonus) Context-only references | MassSpecGym in the Wild: Uncovering and Correcting Evaluation Pitfalls in AI-Driven Molecule Discovery Table 9 row 'MIST + Neuraldecipher', column 'Top-10 Accuracy' Version: arXiv:2606.19624v1 (submitted 2026-06-17), arXiv HTML rendering | not individually reviewed No individual claim review recorded paper compilation Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Comparison: metric implementation MassSpecGym metric as implemented in each work Context-only references | MassSpecGym in the Wild: Uncovering and Correcting Evaluation Pitfalls in AI-Driven Molecule Discovery Table 9 row 'MIST + Neuraldecipher', column 'Top-10 Accuracy' Version: arXiv:2606.19624v1 (submitted 2026-06-17), arXiv HTML rendering | not individually reviewed No individual claim review recorded paper compilation Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Comparison: population Not reported Context-only references | MassSpecGym in the Wild: Uncovering and Correcting Evaluation Pitfalls in AI-Driven Molecule Discovery Table 9 row 'MIST + Neuraldecipher', column 'Top-10 Accuracy' Version: arXiv:2606.19624v1 (submitted 2026-06-17), arXiv HTML rendering | missing or unspecified No individual claim review recorded paper compilation Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Comparison: protocol id lit-otheromics-20261011-msgwild-protocol-denovo-bonus-top-10-accuracy Context-only references | MassSpecGym in the Wild: Uncovering and Correcting Evaluation Pitfalls in AI-Driven Molecule Discovery Table 9 row 'MIST + Neuraldecipher', column 'Top-10 Accuracy' Version: arXiv:2606.19624v1 (submitted 2026-06-17), arXiv HTML rendering | not individually reviewed No individual claim review recorded paper compilation Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Comparison: split MassSpecGym test fold Context-only references | MassSpecGym in the Wild: Uncovering and Correcting Evaluation Pitfalls in AI-Driven Molecule Discovery Table 9 row 'MIST + Neuraldecipher', column 'Top-10 Accuracy' Version: arXiv:2606.19624v1 (submitted 2026-06-17), arXiv HTML rendering | not individually reviewed No individual claim review recorded paper compilation Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
Limitations1 values
| MassSpecGym in the Wild: Uncovering and Correcting Evaluation Pitfalls in AI-Driven Molecule Discovery Table 9 row 'MIST + Neuraldecipher', column 'Top-10 Accuracy' Version: arXiv:2606.19624v1 (submitted 2026-06-17), arXiv HTML rendering | not individually reviewed No individual claim review recorded paper compilation Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
Release 2026-10-23-5347695500ed · Record review: source checked
Stable ID: lit-otheromics-20261011-msgwild-eval-mist-plus-neuraldecipher-denovo-bonus-top-10-accuracy