rewirebio.iobenchmarks
Evidence claim

tables_not_extracted: Saadat and Fellay 2026

Tables not extracted of Optimizing genomic language models for efficient training, fine-tuning, and inference (Saadat and Fellay, ICLR 2026 workshop)

Not extracted as results: Figure 2 (inference peak memory and throughput against sequence length 256-4096 and batch size 1-32), the Figure 3 points not quoted in Section 3.3 (baseline and FlashAttention stages for all models; every stage for GENA-LM 336M and NT 500M), Figure 4 (fine-tuning accuracy, peak memory and training time for promoter and enhancer prediction) and Figure 5 apart from the NT 2.5B BF16 and 4-bit memory. These figures plot values without printing them, and the repository does not read numbers from plotted marks.

Descriptive fact transcribed from the pinned source.

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.

6 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
Claimed field
tables_not_extracted
Context-only references
Optimizing genomic language models for efficient training, fine-tuning, and inference (Saadat and Fellay, ICLR 2026 workshop)

Original source ↗

Figures 2-5 (pages 5-7)

Version: OpenReview PDF headed 'Published as a workshop paper at ICLR 2026' (11 pages; PDF CreationDate 2026-03-09)
Retrieved: 2026-10-15T10:56:26Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.field

Source artifact SHA-256: 4bc2452110f280a7ba8baa4c7c28beac89769511019666bc77fc33af9b3bcd60

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

Inspected artifact

Source location
Figures 2-5 (pages 5-7)
Context-only references
Optimizing genomic language models for efficient training, fine-tuning, and inference (Saadat and Fellay, ICLR 2026 workshop)

Original source ↗

Figures 2-5 (pages 5-7)

Version: OpenReview PDF headed 'Published as a workshop paper at ICLR 2026' (11 pages; PDF CreationDate 2026-03-09)
Retrieved: 2026-10-15T10:56:26Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.source_locator

Source artifact SHA-256: 4bc2452110f280a7ba8baa4c7c28beac89769511019666bc77fc33af9b3bcd60

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

Inspected artifact

Claimed value
Not extracted as results: Figure 2 (inference peak memory and throughput against sequence length 256-4096 and batch size 1-32), the Figure 3 points not quoted in Section 3.3 (baseline and FlashAttention stages for all models; every stage for GENA-LM 336M and NT 500M), Figure 4 (fine-tuning accuracy, peak memory and training time for promoter and enhancer prediction) and Figure 5 apart from the NT 2.5B BF16 and 4-bit memory. These figures plot values without printing them, and the repository does not read numbers from plotted marks.
Context-only references
Optimizing genomic language models for efficient training, fine-tuning, and inference (Saadat and Fellay, ICLR 2026 workshop)

Original source ↗

Figures 2-5 (pages 5-7)

Version: OpenReview PDF headed 'Published as a workshop paper at ICLR 2026' (11 pages; PDF CreationDate 2026-03-09)
Retrieved: 2026-10-15T10:56:26Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.value

Source artifact SHA-256: 4bc2452110f280a7ba8baa4c7c28beac89769511019666bc77fc33af9b3bcd60

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

Inspected artifact

Description
Descriptive fact transcribed from the pinned source.
Context-only references
Optimizing genomic language models for efficient training, fine-tuning, and inference (Saadat and Fellay, ICLR 2026 workshop)

Original source ↗

Figures 2-5 (pages 5-7)

Version: OpenReview PDF headed 'Published as a workshop paper at ICLR 2026' (11 pages; PDF CreationDate 2026-03-09)
Retrieved: 2026-10-15T10:56:26Z

not individually reviewed

No individual claim review recorded

Audit details

Field: description

Source artifact SHA-256: 4bc2452110f280a7ba8baa4c7c28beac89769511019666bc77fc33af9b3bcd60

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

Inspected artifact

Relationship: subject
saadat-fellay-20261015-source-paper
Context-only references
Optimizing genomic language models for efficient training, fine-tuning, and inference (Saadat and Fellay, ICLR 2026 workshop)

Original source ↗

Figures 2-5 (pages 5-7)

Version: OpenReview PDF headed 'Published as a workshop paper at ICLR 2026' (11 pages; PDF CreationDate 2026-03-09)
Retrieved: 2026-10-15T10:56:26Z

not individually reviewed

No individual claim review recorded

Audit details

Field: links:subject:saadat-fellay-20261015-source-paper

Source artifact SHA-256: 4bc2452110f280a7ba8baa4c7c28beac89769511019666bc77fc33af9b3bcd60

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

Inspected artifact

Name
tables_not_extracted: Saadat and Fellay 2026
Context-only references
Optimizing genomic language models for efficient training, fine-tuning, and inference (Saadat and Fellay, ICLR 2026 workshop)

Original source ↗

Figures 2-5 (pages 5-7)

Version: OpenReview PDF headed 'Published as a workshop paper at ICLR 2026' (11 pages; PDF CreationDate 2026-03-09)
Retrieved: 2026-10-15T10:56:26Z

not individually reviewed

No individual claim review recorded

Audit details

Field: name

Source artifact SHA-256: 4bc2452110f280a7ba8baa4c7c28beac89769511019666bc77fc33af9b3bcd60

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

Inspected artifact

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: saadat-fellay-20261015-claim-figures-not-extracted

field
tables_not_extracted
value
Not extracted as results: Figure 2 (inference peak memory and throughput against sequence length 256-4096 and batch size 1-32), the Figure 3 points not quoted in Section 3.3 (baseline and FlashAttention stages for all models; every stage for GENA-LM 336M and NT 500M), Figure 4 (fine-tuning accuracy, peak memory and training time for promoter and enhancer prediction) and Figure 5 apart from the NT 2.5B BF16 and 4-bit memory. These figures plot values without printing them, and the repository does not read numbers from plotted marks.
source locator
Figures 2-5 (pages 5-7)
review
reviewer: claude; reviewer note: Claude review agent; no human review claimed. Independent Claude (Opus 5.5) review agent, separate from the extraction agent that built this batch. Automated review only. Transcription, not reproduction.; reviewed at: 2026-10-15T22:00:00Z; artifact sha256: 4bc2452110f280a7ba8baa4c7c28beac89769511019666bc77fc33af9b3bcd60; retrieval url: https://openreview.net/pdf?id=NUleWh1GFx; method: source-hash-verification; pdf-text-parse; rendered-source-visual-check; ai-assisted-source-review; method note: Source sentences asserted in the pdftotext output by review/review.py; Figures 2-5 viewed to check the claim's scope.; note: Correct; Figure 5 left panel is consistent with the bounds.
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