Strengths and considerations
No source-reviewed explanatory claims are recorded here yet.
BERT2OME as evaluated in the cited study. BERT2OME trained on this study dataset using public repository
Key specifications have not been extracted for this record. See the linked evaluation and sources for the reported setup.
limited source coverage · Automated source review, 2026-09-17. All specifications and missing details
1 evaluation · 7 results. Different protocols are not a single leaderboard.
Applied filters: All linked evaluations
| Tested configuration | Protocol and dataset | Finding | Evidence and details |
|---|---|---|---|
| Configuration: BERT2OME | Protocol: Human RNA 2OMe sites, independent test set (human RNA 2-prime-O-methylation site prediction) Dataset: Human RNA 2OMe sites, independent test set | 0.795 ACC fraction · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceBERT2OME: Human RNA 2OMe sites, independent test set 41-nt centred RNA windows; balanced 8,037 positive and 8,037 negative samples after 80% identity filtering, then 8:2 train/test division. Held-out independent test set. Aggregation: Not reported 2OMe-LM: predicting 2′-O-methylation sites in human RNA using a pre-trained RNA language model · Table 2. (btaf417-T2), row 3 BERT2OME, column 2: Human RNA 2OMe sites, independent test set ACC |
| Configuration: BERT2OME | Protocol: Human RNA 2OMe sites, independent test set (human RNA 2-prime-O-methylation site prediction) Dataset: Human RNA 2OMe sites, independent test set | 0.813 Precision fraction · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceBERT2OME: Human RNA 2OMe sites, independent test set 41-nt centred RNA windows; balanced 8,037 positive and 8,037 negative samples after 80% identity filtering, then 8:2 train/test division. Held-out independent test set. Aggregation: Not reported 2OMe-LM: predicting 2′-O-methylation sites in human RNA using a pre-trained RNA language model · Table 2. (btaf417-T2), row 3 BERT2OME, column 4: Human RNA 2OMe sites, independent test set Precision |
| Configuration: BERT2OME | Protocol: Human RNA 2OMe sites, independent test set (human RNA 2-prime-O-methylation site prediction) Dataset: Human RNA 2OMe sites, independent test set | 0.788 F1-score fraction · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceBERT2OME: Human RNA 2OMe sites, independent test set 41-nt centred RNA windows; balanced 8,037 positive and 8,037 negative samples after 80% identity filtering, then 8:2 train/test division. Held-out independent test set. Aggregation: Not reported 2OMe-LM: predicting 2′-O-methylation sites in human RNA using a pre-trained RNA language model · Table 2. (btaf417-T2), row 3 BERT2OME, column 3: Human RNA 2OMe sites, independent test set F1-score |
| Configuration: BERT2OME | Protocol: Human RNA 2OMe sites, independent test set (human RNA 2-prime-O-methylation site prediction) Dataset: Human RNA 2OMe sites, independent test set | 0.878 AUC fraction · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceBERT2OME: Human RNA 2OMe sites, independent test set 41-nt centred RNA windows; balanced 8,037 positive and 8,037 negative samples after 80% identity filtering, then 8:2 train/test division. Held-out independent test set. Aggregation: Not reported 2OMe-LM: predicting 2′-O-methylation sites in human RNA using a pre-trained RNA language model · Table 2. (btaf417-T2), row 3 BERT2OME, column 6: Human RNA 2OMe sites, independent test set AUC |
| Configuration: BERT2OME | Protocol: Human RNA 2OMe sites, independent test set (human RNA 2-prime-O-methylation site prediction) Dataset: Human RNA 2OMe sites, independent test set | 0.765 Recall fraction · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceBERT2OME: Human RNA 2OMe sites, independent test set 41-nt centred RNA windows; balanced 8,037 positive and 8,037 negative samples after 80% identity filtering, then 8:2 train/test division. Held-out independent test set. Aggregation: Not reported 2OMe-LM: predicting 2′-O-methylation sites in human RNA using a pre-trained RNA language model · Table 2. (btaf417-T2), row 3 BERT2OME, column 5: Human RNA 2OMe sites, independent test set Recall |
| Configuration: BERT2OME | Protocol: Human RNA 2OMe sites, independent test set (human RNA 2-prime-O-methylation site prediction) Dataset: Human RNA 2OMe sites, independent test set | 0.591 MCC unitless · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceBERT2OME: Human RNA 2OMe sites, independent test set 41-nt centred RNA windows; balanced 8,037 positive and 8,037 negative samples after 80% identity filtering, then 8:2 train/test division. Held-out independent test set. Aggregation: Not reported 2OMe-LM: predicting 2′-O-methylation sites in human RNA using a pre-trained RNA language model · Table 2. (btaf417-T2), row 3 BERT2OME, column 8: Human RNA 2OMe sites, independent test set MCC |
| Configuration: BERT2OME | Protocol: Human RNA 2OMe sites, independent test set (human RNA 2-prime-O-methylation site prediction) Dataset: Human RNA 2OMe sites, independent test set | 0.895 AUPR fraction · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceBERT2OME: Human RNA 2OMe sites, independent test set 41-nt centred RNA windows; balanced 8,037 positive and 8,037 negative samples after 80% identity filtering, then 8:2 train/test division. Held-out independent test set. Aggregation: Not reported 2OMe-LM: predicting 2′-O-methylation sites in human RNA using a pre-trained RNA language model · Table 2. (btaf417-T2), row 3 BERT2OME, column 7: Human RNA 2OMe sites, independent test set AUPR |
Source checking is not independent reproduction. Release 2026-09-29-06401fd5b220.
BERT2OME trained on this study dataset using public repository
No source-reviewed explanatory claims are recorded here yet.
No source-reviewed explanatory claims are recorded here yet.
Primary-source transcription and separate automated review. No human sign-off or experimental reproduction.
Stable record: paper-model-214e2f7d400df5032fExplanatory profile: limited source coverage · Automated source review, 2026-09-17. Review applies to the cited claims; unresolved fields are listed below. Numerical results retain their own review status.
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|---|---|
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2 evidence rows matching the loaded filters
| Property and statement | Original source and location | Review and provenance |
|---|---|---|
| Evaluation in this paper BERT2OME trained on this study dataset using public repository Individual claims | 2OMe-LM: predicting 2′-O-methylation sites in human RNA using a pre-trained RNA language model Table 2. (btaf417-T2), row 3 BERT2OME, column 2: Human RNA 2OMe sites, independent test set ACC Version: journal full text in PMC | source checked automated source review · 2026-09-17 Audit detailsPrimary-source transcription and separate automated review. No human sign-off or experimental reproduction. Field: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Introduction BERT2OME as evaluated in the cited study. BERT2OME trained on this study dataset using public repository Individual claims | 2OMe-LM: predicting 2′-O-methylation sites in human RNA using a pre-trained RNA language model Table 2. (btaf417-T2), row 3 BERT2OME, column 2: Human RNA 2OMe sites, independent test set ACC Version: journal full text in PMC | source checked automated source review · 2026-09-17 Audit detailsPrimary-source transcription and separate automated review. No human sign-off or experimental reproduction. Field: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
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Release 2026-09-29-06401fd5b220 · Record review: needs review
Stable ID: paper-model-214e2f7d400df5032f