Noorul's ncRNA set (BEACON split)
The split of Noorul's ncRNA set that the BEACON authors evaluated on, named in their Table 1. The upstream dataset release is not catalogued here, so no claim is made that this matches the original splits.
Subset and evaluation context
This record describes a particular subset or cohort used in an evaluation. Its results do not describe the full dataset.
Evaluation results
Release 2026-09-17-1a18ca2c038a · 17 evaluations · 17 metric rows. Different protocols are not a single leaderboard. Where several source tables report the same metric, the published comparisons above offer a pooled view that names what it does not hold constant.
| Metric and finding | Coverage and uncertainty | Evidence |
|---|---|---|
| BEACON-B on BEACON ncRNA: Non-coding RNA family classification Configuration: BEACON-BTask: BEACON ncRNA: Non-coding RNA family classificationDataset subset: Noorul's ncRNA set (BEACON split) BEACON harness, fixed downstream head per task. Train/validation/test 5,679/650/2,400; dataset Noorul's ncRNA set. Author-reported evaluation · Evaluation metadata: source checked | ||
| 94.63(0.16)% accuracy Unit: percent · Direction: higher | Uncertainty: type: standard deviation; value: 0.16 Scored: Not reported · Eligible: Not reported | source checkedBEACON: Benchmark for Comprehensive RNA Tasks and Language Models (arXiv:2406.10391v2) · Table3,p.8,row(BEACON-B),column(ncRNA) Source checking is not independent reproduction. |
| BEACON-B512 on BEACON ncRNA: Non-coding RNA family classification Configuration: BEACON-B512Task: BEACON ncRNA: Non-coding RNA family classificationDataset subset: Noorul's ncRNA set (BEACON split) BEACON harness, fixed downstream head per task. Train/validation/test 5,679/650/2,400; dataset Noorul's ncRNA set. Author-reported evaluation · Evaluation metadata: source checked | ||
| 94.99(0.21)% accuracy Unit: percent · Direction: higher | Uncertainty: type: standard deviation; value: 0.21 Scored: Not reported · Eligible: Not reported | source checkedBEACON: Benchmark for Comprehensive RNA Tasks and Language Models (arXiv:2406.10391v2) · Table3,p.8,row(BEACON-B512),column(ncRNA) Source checking is not independent reproduction. |
| CNN on BEACON ncRNA: Non-coding RNA family classification Method: CNNTask: BEACON ncRNA: Non-coding RNA family classificationDataset subset: Noorul's ncRNA set (BEACON split) BEACON harness, fixed downstream head per task. Train/validation/test 5,679/650/2,400; dataset Noorul's ncRNA set. Author-reported evaluation · Evaluation metadata: source checked | ||
| 88.62(0.71)% accuracy Unit: percent · Direction: higher | Uncertainty: type: standard deviation; value: 0.71 Scored: Not reported · Eligible: Not reported | source checkedBEACON: Benchmark for Comprehensive RNA Tasks and Language Models (arXiv:2406.10391v2) · Table3,p.8,row(CNN),column(ncRNA) Source checking is not independent reproduction. |
| LSTM on BEACON ncRNA: Non-coding RNA family classification Method: LSTMTask: BEACON ncRNA: Non-coding RNA family classificationDataset subset: Noorul's ncRNA set (BEACON split) BEACON harness, fixed downstream head per task. Train/validation/test 5,679/650/2,400; dataset Noorul's ncRNA set. Author-reported evaluation · Evaluation metadata: source checked | ||
| 88.78(0.10)% accuracy Unit: percent · Direction: higher | Uncertainty: type: standard deviation; value: 0.10 Scored: Not reported · Eligible: Not reported | source checkedBEACON: Benchmark for Comprehensive RNA Tasks and Language Models (arXiv:2406.10391v2) · Table3,p.8,row(LSTM),column(ncRNA) Source checking is not independent reproduction. |
| ResNet on BEACON ncRNA: Non-coding RNA family classification Method: ResNetTask: BEACON ncRNA: Non-coding RNA family classificationDataset subset: Noorul's ncRNA set (BEACON split) BEACON harness, fixed downstream head per task. Train/validation/test 5,679/650/2,400; dataset Noorul's ncRNA set. Author-reported evaluation · Evaluation metadata: source checked | ||
| 88.33(1.22)% accuracy Unit: percent · Direction: higher | Uncertainty: type: standard deviation; value: 1.22 Scored: Not reported · Eligible: Not reported | source checkedBEACON: Benchmark for Comprehensive RNA Tasks and Language Models (arXiv:2406.10391v2) · Table3,p.8,row(ResNet),column(ncRNA) Source checking is not independent reproduction. |
| RNA-FM on BEACON ncRNA: Non-coding RNA family classification Configuration: RNA-FMTask: BEACON ncRNA: Non-coding RNA family classificationDataset subset: Noorul's ncRNA set (BEACON split) BEACON harness, fixed downstream head per task. Train/validation/test 5,679/650/2,400; dataset Noorul's ncRNA set. Author-reported evaluation · Evaluation metadata: source checked | ||
| 96.81(0.061)% accuracy Unit: percent · Direction: higher | Uncertainty: type: standard deviation; value: 0.061 Scored: Not reported · Eligible: Not reported | source checkedBEACON: Benchmark for Comprehensive RNA Tasks and Language Models (arXiv:2406.10391v2) · Table3,p.8,row(RNA-FM),column(ncRNA) Source checking is not independent reproduction. |
| RNA-MSM on BEACON ncRNA: Non-coding RNA family classification Configuration: RNA-MSMTask: BEACON ncRNA: Non-coding RNA family classificationDataset subset: Noorul's ncRNA set (BEACON split) BEACON harness, fixed downstream head per task. Train/validation/test 5,679/650/2,400; dataset Noorul's ncRNA set. Author-reported evaluation · Evaluation metadata: source checked | ||
| 84.85(0.266)% accuracy Unit: percent · Direction: higher | Uncertainty: type: standard deviation; value: 0.266 Scored: Not reported · Eligible: Not reported | source checkedBEACON: Benchmark for Comprehensive RNA Tasks and Language Models (arXiv:2406.10391v2) · Table3,p.8,row(RNA-MSM),column(ncRNA) Source checking is not independent reproduction. |
| RNABERT on BEACON ncRNA: Non-coding RNA family classification Configuration: RNABERTTask: BEACON ncRNA: Non-coding RNA family classificationDataset subset: Noorul's ncRNA set (BEACON split) BEACON harness, fixed downstream head per task. Train/validation/test 5,679/650/2,400; dataset Noorul's ncRNA set. Author-reported evaluation · Evaluation metadata: source checked | ||
| 68.95(7.285)% accuracy Unit: percent · Direction: higher | Uncertainty: type: standard deviation; value: 7.285 Scored: Not reported · Eligible: Not reported | source checkedBEACON: Benchmark for Comprehensive RNA Tasks and Language Models (arXiv:2406.10391v2) · Table3,p.8,row(RNABERT),column(ncRNA) Source checking is not independent reproduction. |
| Splice-H510 on BEACON ncRNA: Non-coding RNA family classification Configuration: Splice-H510Task: BEACON ncRNA: Non-coding RNA family classificationDataset subset: Noorul's ncRNA set (BEACON split) BEACON harness, fixed downstream head per task. Train/validation/test 5,679/650/2,400; dataset Noorul's ncRNA set. Author-reported evaluation · Evaluation metadata: source checked | ||
| 95.92(0.666)% accuracy Unit: percent · Direction: higher | Uncertainty: type: standard deviation; value: 0.666 Scored: Not reported · Eligible: Not reported | source checkedBEACON: Benchmark for Comprehensive RNA Tasks and Language Models (arXiv:2406.10391v2) · Table3,p.8,row(Splice-H510),column(ncRNA) Source checking is not independent reproduction. |
| Splice-MS1024 on BEACON ncRNA: Non-coding RNA family classification Configuration: Splice-MS1024Task: BEACON ncRNA: Non-coding RNA family classificationDataset subset: Noorul's ncRNA set (BEACON split) BEACON harness, fixed downstream head per task. Train/validation/test 5,679/650/2,400; dataset Noorul's ncRNA set. Author-reported evaluation · Evaluation metadata: source checked | ||
| 96.05(0.777)% accuracy Unit: percent · Direction: higher | Uncertainty: type: standard deviation; value: 0.777 Scored: Not reported · Eligible: Not reported | source checkedBEACON: Benchmark for Comprehensive RNA Tasks and Language Models (arXiv:2406.10391v2) · Table3,p.8,row(Splice-MS1024),column(ncRNA) Source checking is not independent reproduction. |
| Splice-MS510 on BEACON ncRNA: Non-coding RNA family classification Configuration: Splice-MS510Task: BEACON ncRNA: Non-coding RNA family classificationDataset subset: Noorul's ncRNA set (BEACON split) BEACON harness, fixed downstream head per task. Train/validation/test 5,679/650/2,400; dataset Noorul's ncRNA set. Author-reported evaluation · Evaluation metadata: source checked | ||
| 95.87(0.364)% accuracy Unit: percent · Direction: higher | Uncertainty: type: standard deviation; value: 0.364 Scored: Not reported · Eligible: Not reported | source checkedBEACON: Benchmark for Comprehensive RNA Tasks and Language Models (arXiv:2406.10391v2) · Table3,p.8,row(Splice-MS510),column(ncRNA) Source checking is not independent reproduction. |
| UTR-LM-MRL on BEACON ncRNA: Non-coding RNA family classification Configuration: UTR-LM-MRLTask: BEACON ncRNA: Non-coding RNA family classificationDataset subset: Noorul's ncRNA set (BEACON split) BEACON harness, fixed downstream head per task. Train/validation/test 5,679/650/2,400; dataset Noorul's ncRNA set. Author-reported evaluation · Evaluation metadata: source checked | ||
| 89.97(0.617)% accuracy Unit: percent · Direction: higher | Uncertainty: type: standard deviation; value: 0.617 Scored: Not reported · Eligible: Not reported | source checkedBEACON: Benchmark for Comprehensive RNA Tasks and Language Models (arXiv:2406.10391v2) · Table3,p.8,row(UTR-LM-MRL),column(ncRNA) Source checking is not independent reproduction. |
| UTR-LM-TE&EL on BEACON ncRNA: Non-coding RNA family classification Configuration: UTR-LM-TE&ELTask: BEACON ncRNA: Non-coding RNA family classificationDataset subset: Noorul's ncRNA set (BEACON split) BEACON harness, fixed downstream head per task. Train/validation/test 5,679/650/2,400; dataset Noorul's ncRNA set. Author-reported evaluation · Evaluation metadata: source checked | ||
| 81.33(8.551)% accuracy Unit: percent · Direction: higher | Uncertainty: type: standard deviation; value: 8.551 Scored: Not reported · Eligible: Not reported | source checkedBEACON: Benchmark for Comprehensive RNA Tasks and Language Models (arXiv:2406.10391v2) · Table3,p.8,row(UTR-LM-TE&EL),column(ncRNA) Source checking is not independent reproduction. |
| UTRBERT-3mer on BEACON ncRNA: Non-coding RNA family classification Configuration: UTRBERT-3merTask: BEACON ncRNA: Non-coding RNA family classificationDataset subset: Noorul's ncRNA set (BEACON split) BEACON harness, fixed downstream head per task. Train/validation/test 5,679/650/2,400; dataset Noorul's ncRNA set. Author-reported evaluation · Evaluation metadata: source checked | ||
| 92.88(0.379)% accuracy Unit: percent · Direction: higher | Uncertainty: type: standard deviation; value: 0.379 Scored: Not reported · Eligible: Not reported | source checkedBEACON: Benchmark for Comprehensive RNA Tasks and Language Models (arXiv:2406.10391v2) · Table3,p.8,row(UTRBERT-3mer),column(ncRNA) Source checking is not independent reproduction. |
| UTRBERT-4mer on BEACON ncRNA: Non-coding RNA family classification Configuration: UTRBERT-4merTask: BEACON ncRNA: Non-coding RNA family classificationDataset subset: Noorul's ncRNA set (BEACON split) BEACON harness, fixed downstream head per task. Train/validation/test 5,679/650/2,400; dataset Noorul's ncRNA set. Author-reported evaluation · Evaluation metadata: source checked | ||
| 94.32(0.946)% accuracy Unit: percent · Direction: higher | Uncertainty: type: standard deviation; value: 0.946 Scored: Not reported · Eligible: Not reported | source checkedBEACON: Benchmark for Comprehensive RNA Tasks and Language Models (arXiv:2406.10391v2) · Table3,p.8,row(UTRBERT-4mer),column(ncRNA) Source checking is not independent reproduction. |
| UTRBERT-5mer on BEACON ncRNA: Non-coding RNA family classification Configuration: UTRBERT-5merTask: BEACON ncRNA: Non-coding RNA family classificationDataset subset: Noorul's ncRNA set (BEACON split) BEACON harness, fixed downstream head per task. Train/validation/test 5,679/650/2,400; dataset Noorul's ncRNA set. Author-reported evaluation · Evaluation metadata: source checked | ||
| 93.04(0.367)% accuracy Unit: percent · Direction: higher | Uncertainty: type: standard deviation; value: 0.367 Scored: Not reported · Eligible: Not reported | source checkedBEACON: Benchmark for Comprehensive RNA Tasks and Language Models (arXiv:2406.10391v2) · Table3,p.8,row(UTRBERT-5mer),column(ncRNA) Source checking is not independent reproduction. |
| UTRBERT-6mer on BEACON ncRNA: Non-coding RNA family classification Configuration: UTRBERT-6merTask: BEACON ncRNA: Non-coding RNA family classificationDataset subset: Noorul's ncRNA set (BEACON split) BEACON harness, fixed downstream head per task. Train/validation/test 5,679/650/2,400; dataset Noorul's ncRNA set. Author-reported evaluation · Evaluation metadata: source checked | ||
| 93.12(0.168)% accuracy Unit: percent · Direction: higher | Uncertainty: type: standard deviation; value: 0.168 Scored: Not reported · Eligible: Not reported | source checkedBEACON: Benchmark for Comprehensive RNA Tasks and Language Models (arXiv:2406.10391v2) · Table3,p.8,row(UTRBERT-6mer),column(ncRNA) Source checking is not independent reproduction. |
Evidence table
Inspect claims, sources and review details
Trace each statement to its source and review. A context-only reference supports the record generally; it does not verify an individual field. Source checking does not reproduce an experiment.
One row per statement and cited source. Multiple citations are not independent evaluations. Shared locators are labelled explicitly.
3 evidence rows matching the loaded filters
| Property and statement | Original source and location | Review and provenance |
|---|---|---|
| attributes.source_locator Table1,p.6,column(Source/Venue) Context-only references | BEACON: Benchmark for Comprehensive RNA Tasks and Language Models (arXiv:2406.10391v2) Table1,p.6,column(Source/Venue) Version: v2, 12 December 2024 | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| description The split of Noorul's ncRNA set that the BEACON authors evaluated on, named in their Table 1. The upstream dataset release is not catalogued here, so no claim is made that this matches the original splits. Context-only references | BEACON: Benchmark for Comprehensive RNA Tasks and Language Models (arXiv:2406.10391v2) Table1,p.6,column(Source/Venue) Version: v2, 12 December 2024 | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| name Noorul's ncRNA set (BEACON split) Context-only references | BEACON: Benchmark for Comprehensive RNA Tasks and Language Models (arXiv:2406.10391v2) Table1,p.6,column(Source/Venue) Version: v2, 12 December 2024 | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
Sources and history
Release 2026-09-17-1a18ca2c038a · Record review: source checked
1 source records and release history
- BEACON: Benchmark for Comprehensive RNA Tasks and Language Models (arXiv:2406.10391v2) · Original source · v2, 12 December 2024
Technical metadata and extraction receipts
Stable ID: beacon-dataset-noorul-s-ncrna-set
- areas
- rna-transcriptomes
- source locator
- Table1,p.6,column(Source/Venue)
- missing metadata
- version: unreported; url: unextracted
Related records
- dataset: BEACON-B on BEACON ncRNA: Non-coding RNA family classification
- dataset: BEACON-B512 on BEACON ncRNA: Non-coding RNA family classification
- dataset: CNN on BEACON ncRNA: Non-coding RNA family classification
- dataset: LSTM on BEACON ncRNA: Non-coding RNA family classification
- dataset: ResNet on BEACON ncRNA: Non-coding RNA family classification
- dataset: RNA-FM on BEACON ncRNA: Non-coding RNA family classification
- dataset: RNA-MSM on BEACON ncRNA: Non-coding RNA family classification
- dataset: RNABERT on BEACON ncRNA: Non-coding RNA family classification
- dataset: Splice-H510 on BEACON ncRNA: Non-coding RNA family classification
- dataset: Splice-MS1024 on BEACON ncRNA: Non-coding RNA family classification
- dataset: Splice-MS510 on BEACON ncRNA: Non-coding RNA family classification
- dataset: UTR-LM-MRL on BEACON ncRNA: Non-coding RNA family classification
- dataset: UTR-LM-TE&EL on BEACON ncRNA: Non-coding RNA family classification
- dataset: UTRBERT-3mer on BEACON ncRNA: Non-coding RNA family classification
- dataset: UTRBERT-4mer on BEACON ncRNA: Non-coding RNA family classification
- dataset: UTRBERT-5mer on BEACON ncRNA: Non-coding RNA family classification
- dataset: UTRBERT-6mer on BEACON ncRNA: Non-coding RNA family classification