These checks assess whether the evidence supports a reproducible investigation. A source-checked score alone does not meet these requirements.
Release 2026-09-29-06401fd5b220 · Evidence verified: Not verified
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Missing or unresolved evidence
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1 evaluation · 1 result. Different protocols are not a single leaderboard.
Applied filters: All linked evaluations
| Tested configuration | Protocol and dataset | Finding | Evidence and details |
|---|---|---|---|
| Configuration: C2S (GPT-2 Large) | Task: Combinatorial cell-label classification Dataset: L1000 | 0.631 Partial-label accuracy unitless · unknown Uncertainty: ± 0.0031 Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceC2S (GPT-2 Large): Combinatorial cell-label classification Partial-credit labels including cell type, perturbation, and dose. Aggregation: Not reported Cell2Sentence: Teaching Large Language Models the Language of Biology · Table 3, Partial label / C2S (GPT-2 Large) row, L1000 Acc column |
Source checking is not independent reproduction. Release 2026-09-29-06401fd5b220.
Partial-credit labels including cell type, perturbation, and dose.
Metadata review: needs review. Unreported conditions prevent automatic comparisons.
No execution recipe has been verified for this exact configuration and evaluation. A benchmark's general instructions may use different inputs, splits or model settings.
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One row per statement and cited source. Multiple citations are not independent evaluations. Shared locators are labelled explicitly.
17 evidence rows matching the loaded filters
| Property and statement | Original source and location | Review and provenance |
|---|---|---|
| attributes.comparison.adaptation Not reported Context-only references | Cell2Sentence: Teaching Large Language Models the Language of Biology No field-specific location recorded Version: preprint archived 2024-10-29 | missing or unspecified No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| attributes.comparison.aggregation Not reported Context-only references | Cell2Sentence: Teaching Large Language Models the Language of Biology No field-specific location recorded Version: preprint archived 2024-10-29 | missing or unspecified No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| attributes.comparison.budget Not reported Context-only references | Cell2Sentence: Teaching Large Language Models the Language of Biology No field-specific location recorded Version: preprint archived 2024-10-29 | missing or unspecified No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| attributes.comparison.dataset_version Not reported Context-only references | Cell2Sentence: Teaching Large Language Models the Language of Biology No field-specific location recorded Version: preprint archived 2024-10-29 | missing or unspecified No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| attributes.comparison.inputs Not reported Context-only references | Cell2Sentence: Teaching Large Language Models the Language of Biology No field-specific location recorded Version: preprint archived 2024-10-29 | missing or unspecified No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| attributes.comparison.metric_implementation Not reported Context-only references | Cell2Sentence: Teaching Large Language Models the Language of Biology No field-specific location recorded Version: preprint archived 2024-10-29 | missing or unspecified No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| attributes.comparison.population Not reported Context-only references | Cell2Sentence: Teaching Large Language Models the Language of Biology No field-specific location recorded Version: preprint archived 2024-10-29 | missing or unspecified No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| attributes.comparison.protocol_id Not reported Context-only references | Cell2Sentence: Teaching Large Language Models the Language of Biology No field-specific location recorded Version: preprint archived 2024-10-29 | missing or unspecified No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| attributes.comparison.split Not reported Context-only references | Cell2Sentence: Teaching Large Language Models the Language of Biology No field-specific location recorded Version: preprint archived 2024-10-29 | missing or unspecified No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| attributes.origin author_reported Context-only references | Cell2Sentence: Teaching Large Language Models the Language of Biology No field-specific location recorded Version: preprint archived 2024-10-29 | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
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Release 2026-09-29-06401fd5b220 · Record review: needs review
Stable ID: evaluation-lit-027