| attributes.comparison.metric_implementation AUROC Context-only references | BEND: Benchmarking DNA Language Models on Biologically Meaningful Tasks Original source ↗ Table 3, row(CNN), column(Chromatin accessibility) Version: Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256 Retrieved: 2026-09-17T08:06:28.183228+00:00 | not individually reviewed No individual claim review recorded author reported Audit detailsField: attributes.comparison.metric_implementation Source artifact SHA-256: f709b6bef3120eb979c0a0e02d2582475c49410f29850ed7601ba7a700ca379d Hash scope: Exact retrieved primary paper artifact bytes. Inspected artifact |
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| attributes.comparison.protocol_id bend-task-chromatin Context-only references | BEND: Benchmarking DNA Language Models on Biologically Meaningful Tasks Original source ↗ Table 3, row(CNN), column(Chromatin accessibility) Version: Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256 Retrieved: 2026-09-17T08:06:28.183228+00:00 | not individually reviewed No individual claim review recorded author reported Audit detailsField: attributes.comparison.protocol_id Source artifact SHA-256: f709b6bef3120eb979c0a0e02d2582475c49410f29850ed7601ba7a700ca379d Hash scope: Exact retrieved primary paper artifact bytes. Inspected artifact |
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| attributes.origin author_reported Context-only references | BEND: Benchmarking DNA Language Models on Biologically Meaningful Tasks Original source ↗ Table 3, row(CNN), column(Chromatin accessibility) Version: Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256 Retrieved: 2026-09-17T08:06:28.183228+00:00 | not individually reviewed No individual claim review recorded author reported Audit detailsField: attributes.origin Source artifact SHA-256: f709b6bef3120eb979c0a0e02d2582475c49410f29850ed7601ba7a700ca379d Hash scope: Exact retrieved primary paper artifact bytes. Inspected artifact |
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| attributes.protocol A downstream head trained on frozen embeddings, except for the expert methods and the fully supervised baselines, which are trained end to end. Metric and splits are from Table 1. Context-only references | BEND: Benchmarking DNA Language Models on Biologically Meaningful Tasks Original source ↗ Table 3, row(CNN), column(Chromatin accessibility) Version: Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256 Retrieved: 2026-09-17T08:06:28.183228+00:00 | not individually reviewed No individual claim review recorded author reported Audit detailsField: attributes.protocol Source artifact SHA-256: f709b6bef3120eb979c0a0e02d2582475c49410f29850ed7601ba7a700ca379d Hash scope: Exact retrieved primary paper artifact bytes. Inspected artifact |
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| attributes.source_locator Table 3, row(CNN), column(Chromatin accessibility) Context-only references | BEND: Benchmarking DNA Language Models on Biologically Meaningful Tasks Original source ↗ Table 3, row(CNN), column(Chromatin accessibility) Version: Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256 Retrieved: 2026-09-17T08:06:28.183228+00:00 | not individually reviewed No individual claim review recorded author reported Audit detailsField: attributes.source_locator Source artifact SHA-256: f709b6bef3120eb979c0a0e02d2582475c49410f29850ed7601ba7a700ca379d Hash scope: Exact retrieved primary paper artifact bytes. Inspected artifact |
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| description BEND evaluation of CNN on Chromatin accessibility, scored with AUROC. Context-only references | BEND: Benchmarking DNA Language Models on Biologically Meaningful Tasks Original source ↗ Table 3, row(CNN), column(Chromatin accessibility) Version: Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256 Retrieved: 2026-09-17T08:06:28.183228+00:00 | not individually reviewed No individual claim review recorded author reported Audit detailsField: description Source artifact SHA-256: f709b6bef3120eb979c0a0e02d2582475c49410f29850ed7601ba7a700ca379d Hash scope: Exact retrieved primary paper artifact bytes. Inspected artifact |
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| Relationship: benchmark bend-task-chromatin Context-only references | BEND: Benchmarking DNA Language Models on Biologically Meaningful Tasks Original source ↗ Table 3, row(CNN), column(Chromatin accessibility) Version: Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256 Retrieved: 2026-09-17T08:06:28.183228+00:00 | not individually reviewed No individual claim review recorded author reported Audit detailsField: links:benchmark:bend-task-chromatin Source artifact SHA-256: f709b6bef3120eb979c0a0e02d2582475c49410f29850ed7601ba7a700ca379d Hash scope: Exact retrieved primary paper artifact bytes. Inspected artifact |
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| Relationship: dataset bend-dataset-encode-chromatin-accessibility Context-only references | BEND: Benchmarking DNA Language Models on Biologically Meaningful Tasks Original source ↗ Table 3, row(CNN), column(Chromatin accessibility) Version: Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256 Retrieved: 2026-09-17T08:06:28.183228+00:00 | not individually reviewed No individual claim review recorded author reported Audit detailsField: links:dataset:bend-dataset-encode-chromatin-accessibility Source artifact SHA-256: f709b6bef3120eb979c0a0e02d2582475c49410f29850ed7601ba7a700ca379d Hash scope: Exact retrieved primary paper artifact bytes. Inspected artifact |
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| Relationship: model bend-method-cnn Context-only references | BEND: Benchmarking DNA Language Models on Biologically Meaningful Tasks Original source ↗ Table 3, row(CNN), column(Chromatin accessibility) Version: Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256 Retrieved: 2026-09-17T08:06:28.183228+00:00 | not individually reviewed No individual claim review recorded author reported Audit detailsField: links:model:bend-method-cnn Source artifact SHA-256: f709b6bef3120eb979c0a0e02d2582475c49410f29850ed7601ba7a700ca379d Hash scope: Exact retrieved primary paper artifact bytes. Inspected artifact |
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| name CNN on BEND CHROMATIN: Chromatin accessibility Context-only references | BEND: Benchmarking DNA Language Models on Biologically Meaningful Tasks Original source ↗ Table 3, row(CNN), column(Chromatin accessibility) Version: Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256 Retrieved: 2026-09-17T08:06:28.183228+00:00 | not individually reviewed No individual claim review recorded author reported Audit detailsField: name Source artifact SHA-256: f709b6bef3120eb979c0a0e02d2582475c49410f29850ed7601ba7a700ca379d Hash scope: Exact retrieved primary paper artifact bytes. Inspected artifact |
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