| Configuration: DeepSet [MSAlign v2] | Protocol: MSAlign v2 retrieval: spectraverse-formula-free Dataset subset: MSAlign v2 spectraverse-formula-free | 2.0 ± 0.4% recall_at_1 percent · higher Uncertainty: type: standard_deviation; reported spread: 0.4; scope: Three random splitting seeds. Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceDeepSet spectraverse-formula-free Not reported Aggregation: Not reported MSAlign arXiv v2 Table 3 · Table 3 p7; spectraverse block, R@1 row, DeepSet column |
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| Configuration: DeepSet [MSAlign v2] | Protocol: MSAlign v2 retrieval: spectraverse-formula-free Dataset subset: MSAlign v2 spectraverse-formula-free | 22.9 ± 0.9% recall_at_20 percent · higher Uncertainty: type: standard_deviation; reported spread: 0.9; scope: Three random splitting seeds. Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceDeepSet spectraverse-formula-free Not reported Aggregation: Not reported MSAlign arXiv v2 Table 3 · Table 3 p7; spectraverse block, R@20 row, DeepSet column |
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| Configuration: DeepSet [MSAlign v2] | Protocol: MSAlign v2 retrieval: spectraverse-formula-free Dataset subset: MSAlign v2 spectraverse-formula-free | 8.4 ± 1.0% recall_at_5 percent · higher Uncertainty: type: standard_deviation; reported spread: 1.0; scope: Three random splitting seeds. Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceDeepSet spectraverse-formula-free Not reported Aggregation: Not reported MSAlign arXiv v2 Table 3 · Table 3 p7; spectraverse block, R@5 row, DeepSet column |
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| Configuration: Emb-Cos [MSAlign v2] | Protocol: MSAlign v2 retrieval: spectraverse-formula-free Dataset subset: MSAlign v2 spectraverse-formula-free | 26.6 ± 1.9% recall_at_1 percent · higher Uncertainty: type: standard_deviation; reported spread: 1.9; scope: Three random splitting seeds. Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceEmb-Cos spectraverse-formula-free Not reported Aggregation: Not reported MSAlign arXiv v2 Table 3 · Table 3 p7; spectraverse block, R@1 row, Emb-Cos column |
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| Configuration: Emb-Cos [MSAlign v2] | Protocol: MSAlign v2 retrieval: spectraverse-formula-free Dataset subset: MSAlign v2 spectraverse-formula-free | 71.0 ± 1.3% recall_at_20 percent · higher Uncertainty: type: standard_deviation; reported spread: 1.3; scope: Three random splitting seeds. Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceEmb-Cos spectraverse-formula-free Not reported Aggregation: Not reported MSAlign arXiv v2 Table 3 · Table 3 p7; spectraverse block, R@20 row, Emb-Cos column |
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| Configuration: Emb-Cos [MSAlign v2] | Protocol: MSAlign v2 retrieval: spectraverse-formula-free Dataset subset: MSAlign v2 spectraverse-formula-free | 49.5 ± 1.0% recall_at_5 percent · higher Uncertainty: type: standard_deviation; reported spread: 1.0; scope: Three random splitting seeds. Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceEmb-Cos spectraverse-formula-free Not reported Aggregation: Not reported MSAlign arXiv v2 Table 3 · Table 3 p7; spectraverse block, R@5 row, Emb-Cos column |
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| Configuration: JESTR [MSAlign v2] | Protocol: MSAlign v2 retrieval: spectraverse-formula-free Dataset subset: MSAlign v2 spectraverse-formula-free | 5.4 ± 0.2% recall_at_1 percent · higher Uncertainty: type: standard_deviation; reported spread: 0.2; scope: Three random splitting seeds. Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceJESTR spectraverse-formula-free Not reported Aggregation: Not reported MSAlign arXiv v2 Table 3 · Table 3 p7; spectraverse block, R@1 row, JESTR column |
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| Configuration: JESTR [MSAlign v2] | Protocol: MSAlign v2 retrieval: spectraverse-formula-free Dataset subset: MSAlign v2 spectraverse-formula-free | 39.4 ± 2.0% recall_at_20 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 sourceJESTR spectraverse-formula-free Not reported Aggregation: Not reported MSAlign arXiv v2 Table 3 · Table 3 p7; spectraverse block, R@20 row, JESTR column |
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| Configuration: JESTR [MSAlign v2] | Protocol: MSAlign v2 retrieval: spectraverse-formula-free Dataset subset: MSAlign v2 spectraverse-formula-free | 17.5 ± 1.3% recall_at_5 percent · higher Uncertainty: type: standard_deviation; reported spread: 1.3; scope: Three random splitting seeds. Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceJESTR spectraverse-formula-free Not reported Aggregation: Not reported MSAlign arXiv v2 Table 3 · Table 3 p7; spectraverse block, R@5 row, JESTR column |
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| Configuration: MSAlign [MSAlign v2] | Protocol: MSAlign v2 retrieval: spectraverse-formula-free Dataset subset: MSAlign v2 spectraverse-formula-free | 31.8 ± 2.6% recall_at_1 percent · higher Uncertainty: type: standard_deviation; reported spread: 2.6; scope: Three random splitting seeds. Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceMSAlign spectraverse-formula-free Not reported Aggregation: Not reported MSAlign arXiv v2 Table 3 · Table 3 p7; spectraverse block, R@1 row, MSAlign column |
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| Configuration: MSAlign [MSAlign v2] | Protocol: MSAlign v2 retrieval: spectraverse-formula-free Dataset subset: MSAlign v2 spectraverse-formula-free | 78.3 ± 1.7% recall_at_20 percent · higher Uncertainty: type: standard_deviation; reported spread: 1.7; scope: Three random splitting seeds. Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceMSAlign spectraverse-formula-free Not reported Aggregation: Not reported MSAlign arXiv v2 Table 3 · Table 3 p7; spectraverse block, R@20 row, MSAlign column |
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| Configuration: MSAlign [MSAlign v2] | Protocol: MSAlign v2 retrieval: spectraverse-formula-free Dataset subset: MSAlign v2 spectraverse-formula-free | 58.2 ± 1.9% recall_at_5 percent · higher Uncertainty: type: standard_deviation; reported spread: 1.9; scope: Three random splitting seeds. Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceMSAlign spectraverse-formula-free Not reported Aggregation: Not reported MSAlign arXiv v2 Table 3 · Table 3 p7; spectraverse block, R@5 row, MSAlign column |
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| Configuration: MSAlign score fusion (overbar) [MSAlign v2] | Protocol: MSAlign v2 retrieval: spectraverse-formula-free Dataset subset: MSAlign v2 spectraverse-formula-free | 41.3 ± 2.7% recall_at_1 percent · higher Uncertainty: type: standard_deviation; reported spread: 2.7; scope: Three random splitting seeds. Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceMSAlign score fusion (overbar) spectraverse-formula-free Not reported Aggregation: Not reported MSAlign arXiv v2 Table 3 · Table 3 p7; spectraverse block, R@1 row, MSAlign score fusion (overbar) column |
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| Configuration: MSAlign score fusion (overbar) [MSAlign v2] | Protocol: MSAlign v2 retrieval: spectraverse-formula-free Dataset subset: MSAlign v2 spectraverse-formula-free | 85.4 ± 0.9% recall_at_20 percent · higher Uncertainty: type: standard_deviation; reported spread: 0.9; scope: Three random splitting seeds. Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceMSAlign score fusion (overbar) spectraverse-formula-free Not reported Aggregation: Not reported MSAlign arXiv v2 Table 3 · Table 3 p7; spectraverse block, R@20 row, MSAlign score fusion (overbar) column |
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| Configuration: MSAlign score fusion (overbar) [MSAlign v2] | Protocol: MSAlign v2 retrieval: spectraverse-formula-free Dataset subset: MSAlign v2 spectraverse-formula-free | 68.3 ± 1.7% recall_at_5 percent · higher Uncertainty: type: standard_deviation; reported spread: 1.7; scope: Three random splitting seeds. Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceMSAlign score fusion (overbar) spectraverse-formula-free Not reported Aggregation: Not reported MSAlign arXiv v2 Table 3 · Table 3 p7; spectraverse block, R@5 row, MSAlign score fusion (overbar) column |
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