rewirebio.iobenchmarks
Evidence claim

Relevance of NTv3 H100 GPU-hours per training stage (Boshar et al. 2025 Table 5) to "Select an execution workflow for large-scale diagnostic genomics"

Use case
Select an execution workflow for large-scale diagnostic genomics
Assessed by
NTv3 H100 GPU-hours per training stage (Boshar et al. 2025 Table 5)
Relevance
outside_scope
Endpoint
H100 GPU-hours per training stage (pre-training, length extension, post-training) for NTv3 8M, 100M and 650M (not shown as evidence)

Outside scope. Pre-training and post-training compute is spent once by the model's developers; a diagnostic team selecting an execution workflow uses the trained checkpoint, so these GPU-hours say nothing about the runtime, throughput or memory of running the model on its samples. Recorded so the figures are not read as execution cost. The authors' statements on inference hardware are kept as a claim (gfm-guide-20261014-claim-ntv3-inference-hardware), not a result.

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.

15 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
Citation locations
1 values
  • source id
    gfm-guide-20261014-source-ntv3-v1
    locator
    Table 5 and section 4.4.4 'Training Infrastructure' (page 34)
Context-only references
A foundational model for joint sequence-function multi-species modeling at scale for long-range genomic prediction (NTv3), bioRxiv v1

Original source ↗

gfm-guide-20261014-source-ntv3-v1: Table 5 and section 4.4.4 'Training Infrastructure' (page 34)

Version: bioRxiv v1, posted 2025-12-25 (dated 2025-12-22 on the title page)
Retrieved: 2026-10-14T12:05:27Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.citation_locators

Source artifact SHA-256: 374a7177ebf75bf9ce6398624a74e4d588581d54a13ba12263d146b194b961ea

Hash scope: SHA-256 of one retrieval of the bioRxiv PDF (2026-10-14T12:05:27Z). bioRxiv stamps the PDF on each download (XMP ModifyDate, MetadataDate, DocumentID and InstanceID, the Info ModDate and the trailer /ID), so later retrievals differ. The extractor's copy was not retained, so the pinned bytes could not be re-verified. The independent reviewer's retrieval on 2026-10-14 (15,535,038 bytes, 107 pages, ModDate D:20261014041002-07'00') had SHA-256 082ea9b096d634cad3fc568465ef887d2529060909777685261cfc0bb43fcbee; all 13 Table 5 cells and the quoted section 4.4.4 and Results sentences match in that copy.

Inspected artifact

Constraints
1 values
  • Do not cite these GPU-hours as the cost of running NTv3 in a workflow.
Context-only references
A foundational model for joint sequence-function multi-species modeling at scale for long-range genomic prediction (NTv3), bioRxiv v1

Original source ↗

gfm-guide-20261014-source-ntv3-v1: Table 5 and section 4.4.4 'Training Infrastructure' (page 34)

Version: bioRxiv v1, posted 2025-12-25 (dated 2025-12-22 on the title page)
Retrieved: 2026-10-14T12:05:27Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.constraints

Source artifact SHA-256: 374a7177ebf75bf9ce6398624a74e4d588581d54a13ba12263d146b194b961ea

Hash scope: SHA-256 of one retrieval of the bioRxiv PDF (2026-10-14T12:05:27Z). bioRxiv stamps the PDF on each download (XMP ModifyDate, MetadataDate, DocumentID and InstanceID, the Info ModDate and the trailer /ID), so later retrievals differ. The extractor's copy was not retained, so the pinned bytes could not be re-verified. The independent reviewer's retrieval on 2026-10-14 (15,535,038 bytes, 107 pages, ModDate D:20261014041002-07'00') had SHA-256 082ea9b096d634cad3fc568465ef887d2529060909777685261cfc0bb43fcbee; all 13 Table 5 cells and the quoted section 4.4.4 and Results sentences match in that copy.

Inspected artifact

Endpoint
H100 GPU-hours per training stage (pre-training, length extension, post-training) for NTv3 8M, 100M and 650M (not shown as evidence)
Context-only references
A foundational model for joint sequence-function multi-species modeling at scale for long-range genomic prediction (NTv3), bioRxiv v1

Original source ↗

gfm-guide-20261014-source-ntv3-v1: Table 5 and section 4.4.4 'Training Infrastructure' (page 34)

Version: bioRxiv v1, posted 2025-12-25 (dated 2025-12-22 on the title page)
Retrieved: 2026-10-14T12:05:27Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.endpoint

Source artifact SHA-256: 374a7177ebf75bf9ce6398624a74e4d588581d54a13ba12263d146b194b961ea

Hash scope: SHA-256 of one retrieval of the bioRxiv PDF (2026-10-14T12:05:27Z). bioRxiv stamps the PDF on each download (XMP ModifyDate, MetadataDate, DocumentID and InstanceID, the Info ModDate and the trailer /ID), so later retrievals differ. The extractor's copy was not retained, so the pinned bytes could not be re-verified. The independent reviewer's retrieval on 2026-10-14 (15,535,038 bytes, 107 pages, ModDate D:20261014041002-07'00') had SHA-256 082ea9b096d634cad3fc568465ef887d2529060909777685261cfc0bb43fcbee; all 13 Table 5 cells and the quoted section 4.4.4 and Results sentences match in that copy.

Inspected artifact

Claimed field
links:assessed_by:gfm-guide-20261014-protocol-ntv3-training-gpu-hours
Context-only references
A foundational model for joint sequence-function multi-species modeling at scale for long-range genomic prediction (NTv3), bioRxiv v1

Original source ↗

gfm-guide-20261014-source-ntv3-v1: Table 5 and section 4.4.4 'Training Infrastructure' (page 34)

Version: bioRxiv v1, posted 2025-12-25 (dated 2025-12-22 on the title page)
Retrieved: 2026-10-14T12:05:27Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.field

Source artifact SHA-256: 374a7177ebf75bf9ce6398624a74e4d588581d54a13ba12263d146b194b961ea

Hash scope: SHA-256 of one retrieval of the bioRxiv PDF (2026-10-14T12:05:27Z). bioRxiv stamps the PDF on each download (XMP ModifyDate, MetadataDate, DocumentID and InstanceID, the Info ModDate and the trailer /ID), so later retrievals differ. The extractor's copy was not retained, so the pinned bytes could not be re-verified. The independent reviewer's retrieval on 2026-10-14 (15,535,038 bytes, 107 pages, ModDate D:20261014041002-07'00') had SHA-256 082ea9b096d634cad3fc568465ef887d2529060909777685261cfc0bb43fcbee; all 13 Table 5 cells and the quoted section 4.4.4 and Results sentences match in that copy.

Inspected artifact

Limitations
3 values
  • Developer-reported.
  • Table 5 gives H100 GPU-hours for every stage, though the text says some training ran on Cloud TPU v6; whether TPU runs were converted is not stated.
  • Preprint (bioRxiv v1), not peer reviewed.
Context-only references
A foundational model for joint sequence-function multi-species modeling at scale for long-range genomic prediction (NTv3), bioRxiv v1

Original source ↗

gfm-guide-20261014-source-ntv3-v1: Table 5 and section 4.4.4 'Training Infrastructure' (page 34)

Version: bioRxiv v1, posted 2025-12-25 (dated 2025-12-22 on the title page)
Retrieved: 2026-10-14T12:05:27Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.limitations

Source artifact SHA-256: 374a7177ebf75bf9ce6398624a74e4d588581d54a13ba12263d146b194b961ea

Hash scope: SHA-256 of one retrieval of the bioRxiv PDF (2026-10-14T12:05:27Z). bioRxiv stamps the PDF on each download (XMP ModifyDate, MetadataDate, DocumentID and InstanceID, the Info ModDate and the trailer /ID), so later retrievals differ. The extractor's copy was not retained, so the pinned bytes could not be re-verified. The independent reviewer's retrieval on 2026-10-14 (15,535,038 bytes, 107 pages, ModDate D:20261014041002-07'00') had SHA-256 082ea9b096d634cad3fc568465ef887d2529060909777685261cfc0bb43fcbee; all 13 Table 5 cells and the quoted section 4.4.4 and Results sentences match in that copy.

Inspected artifact

Pinned records
3 values
  • record id
    gfm-guide-20261014-protocol-ntv3-training-gpu-hours
    fields
    • status
    • name
    • description
    • facets
    • source_ids
    • links
    • attributes
    sha256
    70efa307f25be889a266294aa9e70da401a8962aca46b3a66d6145185e47b1a6
  • record id
    gfm-guide-20261014-source-ntv3-v1
    fields
    • status
    • attributes.artifact_sha256
    sha256
    244bdf27c1468908b1caa1e8f07083398952e8318235a3c59db56ec09991e0b2
  • record id
    use-case-diagnostic-genomics-model-execution
    fields
    • status
    • name
    • description
    • facets
    • attributes.question
    • attributes.decision
    • attributes.inputs
    • attributes.output
    • attributes.exclusions
    • attributes.setting
    • attributes.clinical_scope
    • attributes.intended_users
    sha256
    1c2a12431556cc6581f5aab019cf91576d2393387b88a8a2bea35ea2a3ee4a70
Context-only references
A foundational model for joint sequence-function multi-species modeling at scale for long-range genomic prediction (NTv3), bioRxiv v1

Original source ↗

gfm-guide-20261014-source-ntv3-v1: Table 5 and section 4.4.4 'Training Infrastructure' (page 34)

Version: bioRxiv v1, posted 2025-12-25 (dated 2025-12-22 on the title page)
Retrieved: 2026-10-14T12:05:27Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.pins

Source artifact SHA-256: 374a7177ebf75bf9ce6398624a74e4d588581d54a13ba12263d146b194b961ea

Hash scope: SHA-256 of one retrieval of the bioRxiv PDF (2026-10-14T12:05:27Z). bioRxiv stamps the PDF on each download (XMP ModifyDate, MetadataDate, DocumentID and InstanceID, the Info ModDate and the trailer /ID), so later retrievals differ. The extractor's copy was not retained, so the pinned bytes could not be re-verified. The independent reviewer's retrieval on 2026-10-14 (15,535,038 bytes, 107 pages, ModDate D:20261014041002-07'00') had SHA-256 082ea9b096d634cad3fc568465ef887d2529060909777685261cfc0bb43fcbee; all 13 Table 5 cells and the quoted section 4.4.4 and Results sentences match in that copy.

Inspected artifact

Rationale
Outside scope. Pre-training and post-training compute is spent once by the model's developers; a diagnostic team selecting an execution workflow uses the trained checkpoint, so these GPU-hours say nothing about the runtime, throughput or memory of running the model on its samples. Recorded so the figures are not read as execution cost. The authors' statements on inference hardware are kept as a claim (gfm-guide-20261014-claim-ntv3-inference-hardware), not a result.
Context-only references
A foundational model for joint sequence-function multi-species modeling at scale for long-range genomic prediction (NTv3), bioRxiv v1

Original source ↗

gfm-guide-20261014-source-ntv3-v1: Table 5 and section 4.4.4 'Training Infrastructure' (page 34)

Version: bioRxiv v1, posted 2025-12-25 (dated 2025-12-22 on the title page)
Retrieved: 2026-10-14T12:05:27Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.rationale

Source artifact SHA-256: 374a7177ebf75bf9ce6398624a74e4d588581d54a13ba12263d146b194b961ea

Hash scope: SHA-256 of one retrieval of the bioRxiv PDF (2026-10-14T12:05:27Z). bioRxiv stamps the PDF on each download (XMP ModifyDate, MetadataDate, DocumentID and InstanceID, the Info ModDate and the trailer /ID), so later retrievals differ. The extractor's copy was not retained, so the pinned bytes could not be re-verified. The independent reviewer's retrieval on 2026-10-14 (15,535,038 bytes, 107 pages, ModDate D:20261014041002-07'00') had SHA-256 082ea9b096d634cad3fc568465ef887d2529060909777685261cfc0bb43fcbee; all 13 Table 5 cells and the quoted section 4.4.4 and Results sentences match in that copy.

Inspected artifact

Reason
Add relevance judgements for the execution and compute protocols of the genomic foundation model guide sources batch (data/omics/gfm-guide-sources-20261014, issue #162), independently reviewed in PR #169.
Context-only references
A foundational model for joint sequence-function multi-species modeling at scale for long-range genomic prediction (NTv3), bioRxiv v1

Original source ↗

gfm-guide-20261014-source-ntv3-v1: Table 5 and section 4.4.4 'Training Infrastructure' (page 34)

Version: bioRxiv v1, posted 2025-12-25 (dated 2025-12-22 on the title page)
Retrieved: 2026-10-14T12:05:27Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.reason

Source artifact SHA-256: 374a7177ebf75bf9ce6398624a74e4d588581d54a13ba12263d146b194b961ea

Hash scope: SHA-256 of one retrieval of the bioRxiv PDF (2026-10-14T12:05:27Z). bioRxiv stamps the PDF on each download (XMP ModifyDate, MetadataDate, DocumentID and InstanceID, the Info ModDate and the trailer /ID), so later retrievals differ. The extractor's copy was not retained, so the pinned bytes could not be re-verified. The independent reviewer's retrieval on 2026-10-14 (15,535,038 bytes, 107 pages, ModDate D:20261014041002-07'00') had SHA-256 082ea9b096d634cad3fc568465ef887d2529060909777685261cfc0bb43fcbee; all 13 Table 5 cells and the quoted section 4.4.4 and Results sentences match in that copy.

Inspected artifact

Relevance
outside_scope
Context-only references
A foundational model for joint sequence-function multi-species modeling at scale for long-range genomic prediction (NTv3), bioRxiv v1

Original source ↗

gfm-guide-20261014-source-ntv3-v1: Table 5 and section 4.4.4 'Training Infrastructure' (page 34)

Version: bioRxiv v1, posted 2025-12-25 (dated 2025-12-22 on the title page)
Retrieved: 2026-10-14T12:05:27Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.relevance

Source artifact SHA-256: 374a7177ebf75bf9ce6398624a74e4d588581d54a13ba12263d146b194b961ea

Hash scope: SHA-256 of one retrieval of the bioRxiv PDF (2026-10-14T12:05:27Z). bioRxiv stamps the PDF on each download (XMP ModifyDate, MetadataDate, DocumentID and InstanceID, the Info ModDate and the trailer /ID), so later retrievals differ. The extractor's copy was not retained, so the pinned bytes could not be re-verified. The independent reviewer's retrieval on 2026-10-14 (15,535,038 bytes, 107 pages, ModDate D:20261014041002-07'00') had SHA-256 082ea9b096d634cad3fc568465ef887d2529060909777685261cfc0bb43fcbee; all 13 Table 5 cells and the quoted section 4.4.4 and Results sentences match in that copy.

Inspected artifact

Revision
1
Context-only references
A foundational model for joint sequence-function multi-species modeling at scale for long-range genomic prediction (NTv3), bioRxiv v1

Original source ↗

gfm-guide-20261014-source-ntv3-v1: Table 5 and section 4.4.4 'Training Infrastructure' (page 34)

Version: bioRxiv v1, posted 2025-12-25 (dated 2025-12-22 on the title page)
Retrieved: 2026-10-14T12:05:27Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.revision

Source artifact SHA-256: 374a7177ebf75bf9ce6398624a74e4d588581d54a13ba12263d146b194b961ea

Hash scope: SHA-256 of one retrieval of the bioRxiv PDF (2026-10-14T12:05:27Z). bioRxiv stamps the PDF on each download (XMP ModifyDate, MetadataDate, DocumentID and InstanceID, the Info ModDate and the trailer /ID), so later retrievals differ. The extractor's copy was not retained, so the pinned bytes could not be re-verified. The independent reviewer's retrieval on 2026-10-14 (15,535,038 bytes, 107 pages, ModDate D:20261014041002-07'00') had SHA-256 082ea9b096d634cad3fc568465ef887d2529060909777685261cfc0bb43fcbee; all 13 Table 5 cells and the quoted section 4.4.4 and Results sentences match in that copy.

Inspected artifact

How to read the evidence

Sources and history

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

1 source record and release historyDownload this release (gzip)
Technical metadata and extraction receipts

Stable ID: use-case-mapping-gfm-guide-20261014-ntv3-training-gpu-hours

field
links:assessed_by:gfm-guide-20261014-protocol-ntv3-training-gpu-hours
value
gfm-guide-20261014-protocol-ntv3-training-gpu-hours
relevance
outside_scope
endpoint
H100 GPU-hours per training stage (pre-training, length extension, post-training) for NTv3 8M, 100M and 650M (not shown as evidence)
rationale
Outside scope. Pre-training and post-training compute is spent once by the model's developers; a diagnostic team selecting an execution workflow uses the trained checkpoint, so these GPU-hours say nothing about the runtime, throughput or memory of running the model on its samples. Recorded so the figures are not read as execution cost. The authors' statements on inference hardware are kept as a claim (gfm-guide-20261014-claim-ntv3-inference-hardware), not a result.
constraints
Do not cite these GPU-hours as the cost of running NTv3 in a workflow.
limitations
Developer-reported.; Table 5 gives H100 GPU-hours for every stage, though the text says some training ran on Cloud TPU v6; whether TPU runs were converted is not stated.; Preprint (bioRxiv v1), not peer reviewed.
revision
1
reason
Add relevance judgements for the execution and compute protocols of the genomic foundation model guide sources batch (data/omics/gfm-guide-sources-20261014, issue #162), independently reviewed in PR #169.
citation locators
source id: gfm-guide-20261014-source-ntv3-v1; locator: Table 5 and section 4.4.4 'Training Infrastructure' (page 34)
source locator
gfm-guide-20261014-source-ntv3-v1: Table 5 and section 4.4.4 'Training Infrastructure' (page 34)
review
method: scope-review; reviewer: claude; reviewer note: Claude (Opus 5.5) review agent review-169, independent of the agent that drafted these judgements for issue #162; no human review claimed; reviewed at: 2026-10-14T19:00:00Z; note: Independent relevance review of an outside-scope judgement: pretraining and post-training compute spent once by the developers does not measure running the model in a team's workflow. Grade, endpoint and limitations checked against the #138 protocol and result records reviewed in PR #150; the bioRxiv PDF could not be re-downloaded (HTTP rate limit), so Table 5 was not re-read by this reviewer. No measured evidence is shown. See docs/reviews/use-cases/diagnostic-genomics-model-execution-judgements-2026-10-14.md.
pins
record id: gfm-guide-20261014-protocol-ntv3-training-gpu-hours; fields: status; name; description; facets; source_ids; links; attributes; sha256: 70efa307f25be889a266294aa9e70da401a8962aca46b3a66d6145185e47b1a6; record id: gfm-guide-20261014-source-ntv3-v1; fields: status; attributes.artifact_sha256; sha256: 244bdf27c1468908b1caa1e8f07083398952e8318235a3c59db56ec09991e0b2; record id: use-case-diagnostic-genomics-model-execution; fields: status; name; description; facets; attributes.question; attributes.decision; attributes.inputs; attributes.output; attributes.exclusions; attributes.setting; attributes.clinical_scope; attributes.intended_users; sha256: 1c2a12431556cc6581f5aab019cf91576d2393387b88a8a2bea35ea2a3ee4a70
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