Published result; transcribed, not reproduced.
1 evaluation · 3 results. Different protocols are not a single leaderboard.
Protocol: NTv3 H100 GPU-hours per training stage (Boshar et al. 2025 Table 5) · Dataset: NTv3 training data, all stages (Boshar et al. 2025)
Sorted by Accelerator time (Training stage 'Length ext. 1-4' (200B tokens)) (lower is better). The best value in each column is highlighted. Decimals are rounded for display; each value links to the printed value and its source.
| Tested configuration | Accelerator time (Training stage 'Length ext. 1-4' (200B tokens)) | Accelerator time (Training stage 'Length ext. 5-7' (150B tokens)) | Accelerator time (Training stage 'Pre-training 8 kb' (10.5T tokens)) |
|---|---|---|---|
| NTv3 8M training run (Boshar et al. 2025)Evaluation | 40 | 40 | 1,608 |
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NTv3 H100 GPU-hours per training stage (Boshar et al. 2025 Table 5)
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19 evidence rows matching the loaded filters
| Property and statement | Original source and location | Review and provenance |
|---|---|---|
| Comparison: adaptation Training from scratch through each stage Context-only references | A foundational model for joint sequence-function multi-species modeling at scale for long-range genomic prediction (NTv3), bioRxiv v1 Table 5 (page 34) Version: bioRxiv v1, posted 2025-12-25 (dated 2025-12-22 on the title page) | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: 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. |
| Comparison: aggregation Total per stage Context-only references | A foundational model for joint sequence-function multi-species modeling at scale for long-range genomic prediction (NTv3), bioRxiv v1 Table 5 (page 34) Version: bioRxiv v1, posted 2025-12-25 (dated 2025-12-22 on the title page) | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: 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. |
| Comparison: budget Not reported Context-only references | A foundational model for joint sequence-function multi-species modeling at scale for long-range genomic prediction (NTv3), bioRxiv v1 Table 5 (page 34) Version: bioRxiv v1, posted 2025-12-25 (dated 2025-12-22 on the title page) | missing or unspecified No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: 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. |
| Comparison: dataset version Not reported Context-only references | A foundational model for joint sequence-function multi-species modeling at scale for long-range genomic prediction (NTv3), bioRxiv v1 Table 5 (page 34) Version: bioRxiv v1, posted 2025-12-25 (dated 2025-12-22 on the title page) | missing or unspecified No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: 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. |
| Comparison: inputs Genomic sequence Context-only references | A foundational model for joint sequence-function multi-species modeling at scale for long-range genomic prediction (NTv3), bioRxiv v1 Table 5 (page 34) Version: bioRxiv v1, posted 2025-12-25 (dated 2025-12-22 on the title page) | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: 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. |
| Comparison: metric implementation Not reported Context-only references | A foundational model for joint sequence-function multi-species modeling at scale for long-range genomic prediction (NTv3), bioRxiv v1 Table 5 (page 34) Version: bioRxiv v1, posted 2025-12-25 (dated 2025-12-22 on the title page) | missing or unspecified No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: 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. |
| Comparison: population Training tokens as in the Table 5 header Context-only references | A foundational model for joint sequence-function multi-species modeling at scale for long-range genomic prediction (NTv3), bioRxiv v1 Table 5 (page 34) Version: bioRxiv v1, posted 2025-12-25 (dated 2025-12-22 on the title page) | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: 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. |
| Comparison: protocol id 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 Table 5 (page 34) Version: bioRxiv v1, posted 2025-12-25 (dated 2025-12-22 on the title page) | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: 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. |
| Comparison: split Not applicable Context-only references | A foundational model for joint sequence-function multi-species modeling at scale for long-range genomic prediction (NTv3), bioRxiv v1 Table 5 (page 34) Version: bioRxiv v1, posted 2025-12-25 (dated 2025-12-22 on the title page) | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: 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. |
| Origin author_reported Context-only references | A foundational model for joint sequence-function multi-species modeling at scale for long-range genomic prediction (NTv3), bioRxiv v1 Table 5 (page 34) Version: bioRxiv v1, posted 2025-12-25 (dated 2025-12-22 on the title page) | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: 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. |
Release 2026-10-22-1b7cf027e4f6 · Record review: source checked
Stable ID: gfm-guide-20261014-eval-ntv3-8m-training-gpu-hours