Evidence claim

NTv3 inference hardware

Hardware requirement of Nucleotide Transformer v3

The authors state that even the largest NTv3 model is designed to run inference for full megabase windows on a single A100 or H100 GPU, and that NTv3 8M can run inference for sequences of several tens of kilobases on a laptop CPU within seconds in mixed precision.

Descriptive fact transcribed from the pinned source.

Evidence

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Evidence table

Inspect claims, sources and review details

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7 evidence rows matching the loaded filters

Claims, original sources and review scope · Release 2026-10-22-1b7cf027e4f6
Property and statement	Original source and location	Review and provenance
Claimed field hardware_requirement 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 ↗ Results paragraph spanning pages 4 and 6 (page 5 is a figure) 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 1 values Authors' design statement; no per-sequence time or memory is printed with it. Figure 2H plots single-GPU inference time without printed values. 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 ↗ Results paragraph spanning pages 4 and 6 (page 5 is a figure) 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
Source location Results paragraph spanning pages 4 and 6 (page 5 is a figure) 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 ↗ Results paragraph spanning pages 4 and 6 (page 5 is a figure) 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.source_locator` 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 value The authors state that even the largest NTv3 model is designed to run inference for full megabase windows on a single A100 or H100 GPU, and that NTv3 8M can run inference for sequences of several tens of kilobases on a laptop CPU within seconds in mixed precision. 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 ↗ Results paragraph spanning pages 4 and 6 (page 5 is a figure) 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.value` 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
Description Descriptive fact transcribed from the pinned source. 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 ↗ Results paragraph spanning pages 4 and 6 (page 5 is a figure) 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: `description` 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
Relationship: subject lit-genomics-20261011-guanine-model-nucleotide-transformer-v3 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 ↗ Results paragraph spanning pages 4 and 6 (page 5 is a figure) 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: `links:subject:lit-genomics-20261011-guanine-model-nucleotide-transformer-v3` 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
Name NTv3 inference hardware 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 ↗ Results paragraph spanning pages 4 and 6 (page 5 is a figure) 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: `name` 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

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

1 source record and release history

A foundational model for joint sequence-function multi-species modeling at scale for long-range genomic prediction (NTv3), bioRxiv v1 · Original source · bioRxiv v1, posted 2025-12-25 (dated 2025-12-22 on the title page)

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Technical metadata and extraction receipts

Stable ID: gfm-guide-20261014-claim-ntv3-inference-hardware

field: hardware_requirement
value: The authors state that even the largest NTv3 model is designed to run inference for full megabase windows on a single A100 or H100 GPU, and that NTv3 8M can run inference for sequences of several tens of kilobases on a laptop CPU within seconds in mixed precision.
source locator: Results paragraph spanning pages 4 and 6 (page 5 is a figure)
review: method: source-hash-verification; ai-assisted-source-review; method note: Each source sentence the claim rests on asserted verbatim in the reviewer's own text extraction (review/check_gfm_guide.py); the claim text was then read against them.; reviewer: claude; reviewer note: Independent Claude (Opus 5.5) review agent for PR #150; did not extract this batch; no human review claimed; date: 2026-10-14; artifact sha256: 374a7177ebf75bf9ce6398624a74e4d588581d54a13ba12263d146b194b961ea; retrieval url: https://www.biorxiv.org/content/biorxiv/early/2025/12/25/2025.12.22.695963.full.pdf; note: Claim matches the source.
limitations: Authors' design statement; no per-sequence time or memory is printed with it. Figure 2H plots single-GPU inference time without printed values.

Related records

subject: Nucleotide Transformer v3

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