| Configuration: 3UTRBERT | Task: mRNABench MRNA-LOC-SR: mRNA localisation, short range Dataset subset: mRNABench mRNA Loc-SR (mRNABench split) | 63.3% auprc percent · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and source3UTRBERT on mRNABench MRNA-LOC-SR: mRNA localisation, short range A linear probe over frozen embeddings, scored as the mean over ten random seeds. Aggregation: Not reported mRNABench: A curated benchmark for mature mRNA property and function prediction · Table 2, row(3UTRBERT), column(mRNA Loc-SR) |
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| Configuration: AIDO.RNA | Task: mRNABench MRNA-LOC-SR: mRNA localisation, short range Dataset subset: mRNABench mRNA Loc-SR (mRNABench split) | 73.8% auprc percent · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceAIDO.RNA on mRNABench MRNA-LOC-SR: mRNA localisation, short range A linear probe over frozen embeddings, scored as the mean over ten random seeds. Aggregation: Not reported mRNABench: A curated benchmark for mature mRNA property and function prediction · Table 2, row(AIDO.RNA), column(mRNA Loc-SR) |
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| Configuration: DNABERT-S | Task: mRNABench MRNA-LOC-SR: mRNA localisation, short range Dataset subset: mRNABench mRNA Loc-SR (mRNABench split) | 68.4% auprc percent · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceDNABERT-S on mRNABench MRNA-LOC-SR: mRNA localisation, short range A linear probe over frozen embeddings, scored as the mean over ten random seeds. Aggregation: Not reported mRNABench: A curated benchmark for mature mRNA property and function prediction · Table 2, row(DNABERT-S), column(mRNA Loc-SR) |
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| Configuration: DNABERT2 | Task: mRNABench MRNA-LOC-SR: mRNA localisation, short range Dataset subset: mRNABench mRNA Loc-SR (mRNABench split) | 67.4% auprc percent · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceDNABERT2 on mRNABench MRNA-LOC-SR: mRNA localisation, short range A linear probe over frozen embeddings, scored as the mean over ten random seeds. Aggregation: Not reported mRNABench: A curated benchmark for mature mRNA property and function prediction · Table 2, row(DNABERT2), column(mRNA Loc-SR) |
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| Configuration: ERNIE-RNA | Task: mRNABench MRNA-LOC-SR: mRNA localisation, short range Dataset subset: mRNABench mRNA Loc-SR (mRNABench split) | 69.1% auprc percent · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceERNIE-RNA on mRNABench MRNA-LOC-SR: mRNA localisation, short range A linear probe over frozen embeddings, scored as the mean over ten random seeds. Aggregation: Not reported mRNABench: A curated benchmark for mature mRNA property and function prediction · Table 2, row(ERNIE-RNA), column(mRNA Loc-SR) |
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| Configuration: Evo1 | Task: mRNABench MRNA-LOC-SR: mRNA localisation, short range Dataset subset: mRNABench mRNA Loc-SR (mRNABench split) | 63.3% auprc percent · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceEvo1 on mRNABench MRNA-LOC-SR: mRNA localisation, short range A linear probe over frozen embeddings, scored as the mean over ten random seeds. Aggregation: Not reported mRNABench: A curated benchmark for mature mRNA property and function prediction · Table 2, row(Evo1), column(mRNA Loc-SR) |
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| Configuration: Evo2 | Task: mRNABench MRNA-LOC-SR: mRNA localisation, short range Dataset subset: mRNABench mRNA Loc-SR (mRNABench split) | 76.7% auprc percent · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceEvo2 on mRNABench MRNA-LOC-SR: mRNA localisation, short range A linear probe over frozen embeddings, scored as the mean over ten random seeds. Aggregation: Not reported mRNABench: A curated benchmark for mature mRNA property and function prediction · Table 2, row(Evo2), column(mRNA Loc-SR) |
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| Configuration: Helix-mRNA | Task: mRNABench MRNA-LOC-SR: mRNA localisation, short range Dataset subset: mRNABench mRNA Loc-SR (mRNABench split) | 61.2% auprc percent · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceHelix-mRNA on mRNABench MRNA-LOC-SR: mRNA localisation, short range A linear probe over frozen embeddings, scored as the mean over ten random seeds. Aggregation: Not reported mRNABench: A curated benchmark for mature mRNA property and function prediction · Table 2, row(Helix-mRNA), column(mRNA Loc-SR) |
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| Configuration: HyenaDNA | Task: mRNABench MRNA-LOC-SR: mRNA localisation, short range Dataset subset: mRNABench mRNA Loc-SR (mRNABench split) | 67.2% auprc percent · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceHyenaDNA on mRNABench MRNA-LOC-SR: mRNA localisation, short range A linear probe over frozen embeddings, scored as the mean over ten random seeds. Aggregation: Not reported mRNABench: A curated benchmark for mature mRNA property and function prediction · Table 2, row(HyenaDNA), column(mRNA Loc-SR) |
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| Method: Naive Baseline | Task: mRNABench MRNA-LOC-SR: mRNA localisation, short range Dataset subset: mRNABench mRNA Loc-SR (mRNABench split) | 60.1% auprc percent · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceNaive Baseline on mRNABench MRNA-LOC-SR: mRNA localisation, short range A linear probe over frozen embeddings, scored as the mean over ten random seeds. Aggregation: Not reported mRNABench: A curated benchmark for mature mRNA property and function prediction · Table 2, row(Naive Baseline), column(mRNA Loc-SR) |
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| Method: Naive Mamba | Task: mRNABench MRNA-LOC-SR: mRNA localisation, short range Dataset subset: mRNABench mRNA Loc-SR (mRNABench split) | 63.1% auprc percent · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceNaive Mamba on mRNABench MRNA-LOC-SR: mRNA localisation, short range A linear probe over frozen embeddings, scored as the mean over ten random seeds. Aggregation: Not reported mRNABench: A curated benchmark for mature mRNA property and function prediction · Table 2, row(Naive Mamba), column(mRNA Loc-SR) |
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| Configuration: NT | Task: mRNABench MRNA-LOC-SR: mRNA localisation, short range Dataset subset: mRNABench mRNA Loc-SR (mRNABench split) | 72.2% auprc percent · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceNT on mRNABench MRNA-LOC-SR: mRNA localisation, short range A linear probe over frozen embeddings, scored as the mean over ten random seeds. Aggregation: Not reported mRNABench: A curated benchmark for mature mRNA property and function prediction · Table 2, row(NT), column(mRNA Loc-SR) |
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| Configuration: Orthrus | Task: mRNABench MRNA-LOC-SR: mRNA localisation, short range Dataset subset: mRNABench mRNA Loc-SR (mRNABench split) | 77.9% auprc percent · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceOrthrus on mRNABench MRNA-LOC-SR: mRNA localisation, short range A linear probe over frozen embeddings, scored as the mean over ten random seeds. Aggregation: Not reported mRNABench: A curated benchmark for mature mRNA property and function prediction · Table 2, row(Orthrus), column(mRNA Loc-SR) |
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| Configuration: RiNALMo | Task: mRNABench MRNA-LOC-SR: mRNA localisation, short range Dataset subset: mRNABench mRNA Loc-SR (mRNABench split) | 69% auprc percent · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceRiNALMo on mRNABench MRNA-LOC-SR: mRNA localisation, short range A linear probe over frozen embeddings, scored as the mean over ten random seeds. Aggregation: Not reported mRNABench: A curated benchmark for mature mRNA property and function prediction · Table 2, row(RiNALMo), column(mRNA Loc-SR) |
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| Configuration: RNA-FM | Task: mRNABench MRNA-LOC-SR: mRNA localisation, short range Dataset subset: mRNABench mRNA Loc-SR (mRNABench split) | 67% auprc percent · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceRNA-FM on mRNABench MRNA-LOC-SR: mRNA localisation, short range A linear probe over frozen embeddings, scored as the mean over ten random seeds. Aggregation: Not reported mRNABench: A curated benchmark for mature mRNA property and function prediction · Table 2, row(RNA-FM), column(mRNA Loc-SR) |
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| Configuration: RNA-MSM | Task: mRNABench MRNA-LOC-SR: mRNA localisation, short range Dataset subset: mRNABench mRNA Loc-SR (mRNABench split) | 63.7% auprc percent · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceRNA-MSM on mRNABench MRNA-LOC-SR: mRNA localisation, short range A linear probe over frozen embeddings, scored as the mean over ten random seeds. Aggregation: Not reported mRNABench: A curated benchmark for mature mRNA property and function prediction · Table 2, row(RNA-MSM), column(mRNA Loc-SR) |
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| Configuration: RNABERT | Task: mRNABench MRNA-LOC-SR: mRNA localisation, short range Dataset subset: mRNABench mRNA Loc-SR (mRNABench split) | 57.5% auprc percent · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceRNABERT on mRNABench MRNA-LOC-SR: mRNA localisation, short range A linear probe over frozen embeddings, scored as the mean over ten random seeds. Aggregation: Not reported mRNABench: A curated benchmark for mature mRNA property and function prediction · Table 2, row(RNABERT), column(mRNA Loc-SR) |
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| Configuration: RNAErnie | Task: mRNABench MRNA-LOC-SR: mRNA localisation, short range Dataset subset: mRNABench mRNA Loc-SR (mRNABench split) | 63.7% auprc percent · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceRNAErnie on mRNABench MRNA-LOC-SR: mRNA localisation, short range A linear probe over frozen embeddings, scored as the mean over ten random seeds. Aggregation: Not reported mRNABench: A curated benchmark for mature mRNA property and function prediction · Table 2, row(RNAErnie), column(mRNA Loc-SR) |
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| Configuration: SpliceBERT | Task: mRNABench MRNA-LOC-SR: mRNA localisation, short range Dataset subset: mRNABench mRNA Loc-SR (mRNABench split) | 72.6% auprc percent · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceSpliceBERT on mRNABench MRNA-LOC-SR: mRNA localisation, short range A linear probe over frozen embeddings, scored as the mean over ten random seeds. Aggregation: Not reported mRNABench: A curated benchmark for mature mRNA property and function prediction · Table 2, row(SpliceBERT), column(mRNA Loc-SR) |
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| Method: Supervised CNN | Task: mRNABench MRNA-LOC-SR: mRNA localisation, short range Dataset subset: mRNABench mRNA Loc-SR (mRNABench split) | 64.5% auprc percent · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceSupervised CNN on mRNABench MRNA-LOC-SR: mRNA localisation, short range A linear probe over frozen embeddings, scored as the mean over ten random seeds. Aggregation: Not reported mRNABench: A curated benchmark for mature mRNA property and function prediction · Table 2, row(Supervised CNN), column(mRNA Loc-SR) |
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| Configuration: UTR-LM | Task: mRNABench MRNA-LOC-SR: mRNA localisation, short range Dataset subset: mRNABench mRNA Loc-SR (mRNABench split) | 65.8% auprc percent · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceUTR-LM on mRNABench MRNA-LOC-SR: mRNA localisation, short range A linear probe over frozen embeddings, scored as the mean over ten random seeds. Aggregation: Not reported mRNABench: A curated benchmark for mature mRNA property and function prediction · Table 2, row(UTR-LM), column(mRNA Loc-SR) |
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