rewirebio.iobenchmarks
Evidence claim

RiNALMo: description

Description of RiNALMo

mRNABench evaluation of mature mRNA embeddings from RiNALMo, an RNA language model pretrained on 36 million non-coding RNA sequences, with task scores quoted from prior work in MIMIC Table S11.

Replace a placeholder or provenance description with a sourced functional description (issue #88a). Historical releases retain the original value.

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.

21 evidence rows matching the loaded filters

Claims, original sources and review scope · Release 2026-11-02-a7f03c9e55a5
Property and statementOriginal source and locationReview and provenance
Claimed field
description
Context-only references
MIMIC v1: Table S11 and Appendix D.3

Original source ↗

coverage-source-mimic-2026-v1-html: Appendix D.3 and Table S11; expansion-p3-mrnabench-2025: abstract; qa-descriptions-20261010-source-rinalmo: abstract

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

Version: arXiv version 1
Retrieved: 2026-09-23

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.field

Source artifact SHA-256: 6408e6fae37567837ca53bd8a1ebef6cf7d3787bbf00dae7556e1b62822ffff0

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

Inspected artifact

Claimed field
description
Context-only references
mRNABench: A curated benchmark for mature mRNA property and function prediction

Original source ↗

coverage-source-mimic-2026-v1-html: Appendix D.3 and Table S11; expansion-p3-mrnabench-2025: abstract; qa-descriptions-20261010-source-rinalmo: abstract

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

Version: preprint archived 2025-07-08
Retrieved: 2026-09-16T10:41:16.497221+00:00

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.field

Source artifact SHA-256: 79f6264ee883535203c63a313547e7c57baa85585f76b42f8d899eb17fb7e600

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Claimed field
description
Context-only references
Abstract: RiNALMo: general-purpose RNA language models can generalize well on structure prediction tasks

Original source ↗

coverage-source-mimic-2026-v1-html: Appendix D.3 and Table S11; expansion-p3-mrnabench-2025: abstract; qa-descriptions-20261010-source-rinalmo: abstract

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

Version: Europe PMC core record MED/40593636 (title and abstract), Nature communications 2025
Retrieved: 2026-10-10T06:44:13Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.field

Source artifact SHA-256: e9c58b7facff44a129edf7c942747be63d0263b00ce0cca3d7d4183a96d2987a

Hash scope: SHA-256 of one retrieval of a Europe PMC REST search response. The response is not byte-stable: on 2026-10-10 a second retrieval of 10 of these 31 records differed only in JSON key order and parsed to identical content. The title and abstractText fields are the evidence.

Inspected artifact

Previous value
Prior mRNABench evaluated pipeline, quoted in MIMIC Table S11; not a new execution.
Context-only references
MIMIC v1: Table S11 and Appendix D.3

Original source ↗

coverage-source-mimic-2026-v1-html: Appendix D.3 and Table S11; expansion-p3-mrnabench-2025: abstract; qa-descriptions-20261010-source-rinalmo: abstract

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

Version: arXiv version 1
Retrieved: 2026-09-23

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.previous_value

Source artifact SHA-256: 6408e6fae37567837ca53bd8a1ebef6cf7d3787bbf00dae7556e1b62822ffff0

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

Inspected artifact

Previous value
Prior mRNABench evaluated pipeline, quoted in MIMIC Table S11; not a new execution.
Context-only references
mRNABench: A curated benchmark for mature mRNA property and function prediction

Original source ↗

coverage-source-mimic-2026-v1-html: Appendix D.3 and Table S11; expansion-p3-mrnabench-2025: abstract; qa-descriptions-20261010-source-rinalmo: abstract

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

Version: preprint archived 2025-07-08
Retrieved: 2026-09-16T10:41:16.497221+00:00

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.previous_value

Source artifact SHA-256: 79f6264ee883535203c63a313547e7c57baa85585f76b42f8d899eb17fb7e600

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Previous value
Prior mRNABench evaluated pipeline, quoted in MIMIC Table S11; not a new execution.
Context-only references
Abstract: RiNALMo: general-purpose RNA language models can generalize well on structure prediction tasks

Original source ↗

coverage-source-mimic-2026-v1-html: Appendix D.3 and Table S11; expansion-p3-mrnabench-2025: abstract; qa-descriptions-20261010-source-rinalmo: abstract

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

Version: Europe PMC core record MED/40593636 (title and abstract), Nature communications 2025
Retrieved: 2026-10-10T06:44:13Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.previous_value

Source artifact SHA-256: e9c58b7facff44a129edf7c942747be63d0263b00ce0cca3d7d4183a96d2987a

Hash scope: SHA-256 of one retrieval of a Europe PMC REST search response. The response is not byte-stable: on 2026-10-10 a second retrieval of 10 of these 31 records differed only in JSON key order and parsed to identical content. The title and abstractText fields are the evidence.

Inspected artifact

Source location
coverage-source-mimic-2026-v1-html: Appendix D.3 and Table S11; expansion-p3-mrnabench-2025: abstract; qa-descriptions-20261010-source-rinalmo: abstract
Context-only references
MIMIC v1: Table S11 and Appendix D.3

Original source ↗

coverage-source-mimic-2026-v1-html: Appendix D.3 and Table S11; expansion-p3-mrnabench-2025: abstract; qa-descriptions-20261010-source-rinalmo: abstract

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

Version: arXiv version 1
Retrieved: 2026-09-23

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.source_locator

Source artifact SHA-256: 6408e6fae37567837ca53bd8a1ebef6cf7d3787bbf00dae7556e1b62822ffff0

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

Inspected artifact

Source location
coverage-source-mimic-2026-v1-html: Appendix D.3 and Table S11; expansion-p3-mrnabench-2025: abstract; qa-descriptions-20261010-source-rinalmo: abstract
Context-only references
mRNABench: A curated benchmark for mature mRNA property and function prediction

Original source ↗

coverage-source-mimic-2026-v1-html: Appendix D.3 and Table S11; expansion-p3-mrnabench-2025: abstract; qa-descriptions-20261010-source-rinalmo: abstract

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

Version: preprint archived 2025-07-08
Retrieved: 2026-09-16T10:41:16.497221+00:00

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.source_locator

Source artifact SHA-256: 79f6264ee883535203c63a313547e7c57baa85585f76b42f8d899eb17fb7e600

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Source location
coverage-source-mimic-2026-v1-html: Appendix D.3 and Table S11; expansion-p3-mrnabench-2025: abstract; qa-descriptions-20261010-source-rinalmo: abstract
Context-only references
Abstract: RiNALMo: general-purpose RNA language models can generalize well on structure prediction tasks

Original source ↗

coverage-source-mimic-2026-v1-html: Appendix D.3 and Table S11; expansion-p3-mrnabench-2025: abstract; qa-descriptions-20261010-source-rinalmo: abstract

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

Version: Europe PMC core record MED/40593636 (title and abstract), Nature communications 2025
Retrieved: 2026-10-10T06:44:13Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.source_locator

Source artifact SHA-256: e9c58b7facff44a129edf7c942747be63d0263b00ce0cca3d7d4183a96d2987a

Hash scope: SHA-256 of one retrieval of a Europe PMC REST search response. The response is not byte-stable: on 2026-10-10 a second retrieval of 10 of these 31 records differed only in JSON key order and parsed to identical content. The title and abstractText fields are the evidence.

Inspected artifact

Claimed value
mRNABench evaluation of mature mRNA embeddings from RiNALMo, an RNA language model pretrained on 36 million non-coding RNA sequences, with task scores quoted from prior work in MIMIC Table S11.
Context-only references
MIMIC v1: Table S11 and Appendix D.3

Original source ↗

coverage-source-mimic-2026-v1-html: Appendix D.3 and Table S11; expansion-p3-mrnabench-2025: abstract; qa-descriptions-20261010-source-rinalmo: abstract

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

Version: arXiv version 1
Retrieved: 2026-09-23

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.value

Source artifact SHA-256: 6408e6fae37567837ca53bd8a1ebef6cf7d3787bbf00dae7556e1b62822ffff0

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

Inspected artifact

How to read the evidence

Sources and history

Release 2026-11-02-a7f03c9e55a5 · Record review: source checked

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

Stable ID: metadata-correction-3935e0ad3b37f81f3821

areas
rna-transcriptomes
field
description
previous value
Prior mRNABench evaluated pipeline, quoted in MIMIC Table S11; not a new execution.
value
mRNABench evaluation of mature mRNA embeddings from RiNALMo, an RNA language model pretrained on 36 million non-coding RNA sequences, with task scores quoted from prior work in MIMIC Table S11.
source locator
coverage-source-mimic-2026-v1-html: Appendix D.3 and Table S11; expansion-p3-mrnabench-2025: abstract; qa-descriptions-20261010-source-rinalmo: abstract
review
method: automated-source-review; ai-assisted-source-review; reviewer: claude; reviewer note: Extractor: Claude research agent for issue #88a. Reviewer: separate Claude review agent, independent of the extractor; no human review claimed; date: 2026-10-10; method note: Compared the description with the cited source text (abstract, README row, benchmark CSV header or full-text section) of re-downloaded artifacts, and previous_value with origin/main.; note: Description written from the cited source text; provenance text moved to attributes.source_locator. Independent review 2026-10-10: corrected. Removed '650-million-parameter': mRNABench reports the best model per family and neither MIMIC nor the record identifies which RiNALMo checkpoint was quoted.
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