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: Geneformer | Task: Combinatorial cell-label classification Dataset: L1000 | 0.419 Partial label accuracy unitless · unknown Uncertainty: ± 0.0153 (type not stated) Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceGeneformer: 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 / Geneformer row, L1000 Acc column |
Source checking is not independent reproduction. Release 2026-11-02-a7f03c9e55a5.
0 of 4 readiness checks met. These checks assess whether the evidence supports a reproducible investigation; a source-checked score alone does not meet them.
Release 2026-11-02-a7f03c9e55a5 · Evidence verified: Not verified
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Partial-credit labels including cell type, perturbation, and dose.
Metadata review: needs review. Unreported conditions prevent automatic comparisons.
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16 evidence rows matching the loaded filters
| Property and statement | Original source and location | Review and provenance |
|---|---|---|
| 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 independent paper Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| 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 independent paper Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| 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 independent paper Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| 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 independent paper Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| 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 independent paper Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| 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 independent paper Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| 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 independent paper Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| 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 independent paper Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| 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 independent paper Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Origin independent_paper 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 independent paper Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
Release 2026-11-02-a7f03c9e55a5 · Record review: needs review
Stable ID: evaluation-lit-028