rewirebio.iobenchmarks
Result

F1 (attention; median over structures) of ERNIE-RNA (zero-shot, Wang et al. 2026) on TS test set (70 PDB structures) (Wang et al. 2026)

0.259 F1 (attention; median over structures)

Methods

Tested configuration
ERNIE-RNA (zero-shot, Wang et al. 2026)
Protocol
Wang et al. 2026 zero-shot secondary structure, TS test set (70 PDB structures), attention, F1 score (median over structures)
Dataset
TS test set (70 PDB structures) (Wang et al. 2026)
Procedure
Wang et al. 2026 zero-shot secondary structure, TS test set (70 PDB structures), attention, F1 score (median over structures)
Evaluation
ERNIE-RNA zero-shot secondary structure on TS test set (70 PDB structures) (attention, F1 score, median)
Coverage
Not reported scored / Not reported eligible
Uncertainty
Not reported by the source
Evidence
Independent external evaluation · source checkedZero-shot benchmarking of RNA language models: Supplementary Information; Zero-shot benchmarking of RNA language models in structural, functional, and evolutionary learning · Supplementary Table 4, row 'ERNIE-RNA', column 'F1 score' (Median)

A source-checked result verifies the numerical transcription, not every model or protocol detail. Evaluation metadata: source checked. Source checked does not mean independently reproduced.

Reproduction

Split
Test (TS)
Adaptation
Zero-shot: symmetrised, APC-corrected attention map from one head-layer and threshold chosen on VL1 by F1
Scoring implementation
F1 score

No execution recipe has been verified for this exact configuration and evaluation. A benchmark's general instructions may use different inputs, splits or model settings.

Reproducing this published result requires matching its model configuration, data, split and scorer. Source checking or a successful smoke test does not establish score reproduction.

Evidence

Source checking verifies the cited claim or transcription. It does not establish 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.

2 evidence rows matching the loaded filters

Claims, original sources and review scope · Release 2026-10-22-1b7cf027e4f6
Property and statementOriginal source and locationReview and provenance
Reported result
0.259
Individual claims
Zero-shot benchmarking of RNA language models in structural, functional, and evolutionary learning

Original source ↗

Supplementary Table 4, row 'ERNIE-RNA', column 'F1 score' (Median)

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: Briefings in Bioinformatics 2026, bbag098 (issue date 2026-03-01); PMC12963973 full-text XML
Retrieved: 2026-10-11T21:27:04Z

source checked

["source-hash-verification","deterministic-table-parse","independent-cell-check"] · 2026-10-12

independent paper

Audit details

Extraction: Parsed the table cells (w:tc runs) of word/document.xml in the pinned supplementary .docx with extract/extract_rnalm_zeroshot.py; row label and column header taken from the same table. Supplementary Table 4 body row 31. Independent review 2026-10-12: value, locator, metric, unit, direction and linked configuration and protocol checked.

Field: attributes.printed_value

Source artifact SHA-256: 835b64d52ae892cad113e798b2976c398dc9ed12178f675e0eabd2169f533808

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

Extraction artifact SHA-256: c8fc78c3d8538c9431fc0448a4068a7643dfb7d74558877fd40b36feba71e214

Extraction artifact

Reported result
0.259
Individual claims
Zero-shot benchmarking of RNA language models: Supplementary Information

Original source ↗

Supplementary Table 4, row 'ERNIE-RNA', column 'F1 score' (Median)

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: bbag098_supplymentary_information_20260209.docx from the Europe PMC supplementary files archive for PMC12963973
Retrieved: 2026-10-11T21:27:04Z

source checked

["source-hash-verification","deterministic-table-parse","independent-cell-check"] · 2026-10-12

independent paper

Audit details

Extraction: Parsed the table cells (w:tc runs) of word/document.xml in the pinned supplementary .docx with extract/extract_rnalm_zeroshot.py; row label and column header taken from the same table. Supplementary Table 4 body row 31. Independent review 2026-10-12: value, locator, metric, unit, direction and linked configuration and protocol checked.

Field: attributes.printed_value

Source artifact SHA-256: c8fc78c3d8538c9431fc0448a4068a7643dfb7d74558877fd40b36feba71e214

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

Extraction artifact SHA-256: c8fc78c3d8538c9431fc0448a4068a7643dfb7d74558877fd40b36feba71e214

Extraction artifact

Sources and history

Release 2026-10-22-1b7cf027e4f6 · Record review: source checked

2 source records and release historyDownload this release (gzip)
Technical metadata and extraction receipts

Stable ID: lit-rna-20261011-rnalm-zeroshot-result-ernie-rna-default-t4-f1-score-median

metric
f1-score
metric direction
higher
unit
unitless
printed value
0.259
source locator
Supplementary Table 4, row 'ERNIE-RNA', column 'F1 score' (Median)
review
method: source-hash-verification; deterministic-table-parse; independent-cell-check; method note: Re-fetched the Europe PMC supplementary archive; the .docx inside matched its SHA-256. An independent w:tc parse of Supplementary Tables 4-11 matched all 1190 printed values, numeric values, standard deviations and locators; 48 cells were also checked by hand against a textutil rendering.; reviewer: claude; reviewer note: Claude review agent reviewer-ro-1, independent of the extractor lit-rna-otheromics; no human review claimed; date: 2026-10-12; artifact sha256: c8fc78c3d8538c9431fc0448a4068a7643dfb7d74558877fd40b36feba71e214; retrieval url: https://www.ebi.ac.uk/europepmc/webservices/rest/PMC12963973/supplementaryFiles; note: Extraction: Parsed the table cells (w:tc runs) of word/document.xml in the pinned supplementary .docx with extract/extract_rnalm_zeroshot.py; row label and column header taken from the same table. Supplementary Table 4 body row 31. Independent review 2026-10-12: value, locator, metric, unit, direction and linked configuration and protocol checked.
numeric value
0.259
metric qualifier
attention; median over structures
missing metadata
uncertainty: reason: unreported
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