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1 evaluation · 3 results. Different protocols are not a single leaderboard.
Applied filters: All linked evaluations
| Tested configuration | Protocol and dataset | Finding | Evidence and details |
|---|---|---|---|
| Configuration: Gemini 3 Pro (Few-shot) (AssayBench) | Protocol: AssayBench: rank 100 candidate genes for a described CRISPR screen Dataset: AssayBench post-cutoff cohort of human CRISPR screens | 0.13 adjusted-ndcg-at-100 unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceGemini 3 Pro (Few-shot) on the AssayBench post-cutoff cohort tgtval-20261009-protocol-debrouwer2026-screen-gene-ranking Aggregation: Not reported AssayBench: An Assay-Level Virtual Cell Benchmark for LLMs and Agents · Table 3, row 'Gemini 3 Pro (Few-shot)' cohort 'LaTest', column 'AnDCG@100' |
| Configuration: Gemini 3 Pro (Few-shot) (AssayBench) | Protocol: AssayBench: rank 100 candidate genes for a described CRISPR screen Dataset: AssayBench post-cutoff cohort of human CRISPR screens | NA directional-false-discovery-rate-at-100 fraction · lower Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceGemini 3 Pro (Few-shot) on the AssayBench post-cutoff cohort tgtval-20261009-protocol-debrouwer2026-screen-gene-ranking Aggregation: Not reported AssayBench: An Assay-Level Virtual Cell Benchmark for LLMs and Agents · Table 3, row 'Gemini 3 Pro (Few-shot)' cohort 'LaTest', column 'dFDR@100' |
| Configuration: Gemini 3 Pro (Few-shot) (AssayBench) | Protocol: AssayBench: rank 100 candidate genes for a described CRISPR screen Dataset: AssayBench post-cutoff cohort of human CRISPR screens | 0.245 precision-at-100 fraction · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceGemini 3 Pro (Few-shot) on the AssayBench post-cutoff cohort tgtval-20261009-protocol-debrouwer2026-screen-gene-ranking Aggregation: Not reported AssayBench: An Assay-Level Virtual Cell Benchmark for LLMs and Agents · Table 3, row 'Gemini 3 Pro (Few-shot)' cohort 'LaTest', column 'Precision@100' |
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tgtval-20261009-protocol-debrouwer2026-screen-gene-ranking
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19 evidence rows matching the loaded filters
| Property and statement | Original source and location | Review and provenance |
|---|---|---|
| attributes.comparison.adaptation 10 nearest-neighbour training examples in context Context-only references | AssayBench: An Assay-Level Virtual Cell Benchmark for LLMs and Agents Table 3, rows for 'Gemini 3 Pro (Few-shot)', cohort 'LaTest' Version: arXiv:2605.10876 version 1, posted 2026-05-11; not peer reviewed | not individually reviewed No individual claim review recorded independent paper Audit detailsField: Source artifact SHA-256: Hash scope: pdftotext -layout text layer, parsed by extract/extract_target_validation.py |
| attributes.comparison.aggregation Mean over benchmark entries in the cohort Context-only references | AssayBench: An Assay-Level Virtual Cell Benchmark for LLMs and Agents Table 3, rows for 'Gemini 3 Pro (Few-shot)', cohort 'LaTest' Version: arXiv:2605.10876 version 1, posted 2026-05-11; not peer reviewed | not individually reviewed No individual claim review recorded independent paper Audit detailsField: Source artifact SHA-256: Hash scope: pdftotext -layout text layer, parsed by extract/extract_target_validation.py |
| attributes.comparison.budget One ranked list of 100 genes per entry Context-only references | AssayBench: An Assay-Level Virtual Cell Benchmark for LLMs and Agents Table 3, rows for 'Gemini 3 Pro (Few-shot)', cohort 'LaTest' Version: arXiv:2605.10876 version 1, posted 2026-05-11; not peer reviewed | not individually reviewed No individual claim review recorded independent paper Audit detailsField: Source artifact SHA-256: Hash scope: pdftotext -layout text layer, parsed by extract/extract_target_validation.py |
| attributes.comparison.dataset_version AssayBench v1 Context-only references | AssayBench: An Assay-Level Virtual Cell Benchmark for LLMs and Agents Table 3, rows for 'Gemini 3 Pro (Few-shot)', cohort 'LaTest' Version: arXiv:2605.10876 version 1, posted 2026-05-11; not peer reviewed | not individually reviewed No individual claim review recorded independent paper Audit detailsField: Source artifact SHA-256: Hash scope: pdftotext -layout text layer, parsed by extract/extract_target_validation.py |
| attributes.comparison.inputs Screen description, significance criterion and ranking objective Context-only references | AssayBench: An Assay-Level Virtual Cell Benchmark for LLMs and Agents Table 3, rows for 'Gemini 3 Pro (Few-shot)', cohort 'LaTest' Version: arXiv:2605.10876 version 1, posted 2026-05-11; not peer reviewed | not individually reviewed No individual claim review recorded independent paper Audit detailsField: Source artifact SHA-256: Hash scope: pdftotext -layout text layer, parsed by extract/extract_target_validation.py |
| attributes.comparison.metric_implementation AnDCG@100, Precision@100 and dFDR@100 as defined in section 3 Context-only references | AssayBench: An Assay-Level Virtual Cell Benchmark for LLMs and Agents Table 3, rows for 'Gemini 3 Pro (Few-shot)', cohort 'LaTest' Version: arXiv:2605.10876 version 1, posted 2026-05-11; not peer reviewed | not individually reviewed No individual claim review recorded independent paper Audit detailsField: Source artifact SHA-256: Hash scope: pdftotext -layout text layer, parsed by extract/extract_target_validation.py |
| attributes.comparison.population 19 benchmark entries from publications after September 2025, absent from BioGRID Context-only references | AssayBench: An Assay-Level Virtual Cell Benchmark for LLMs and Agents Table 3, rows for 'Gemini 3 Pro (Few-shot)', cohort 'LaTest' Version: arXiv:2605.10876 version 1, posted 2026-05-11; not peer reviewed | not individually reviewed No individual claim review recorded independent paper Audit detailsField: Source artifact SHA-256: Hash scope: pdftotext -layout text layer, parsed by extract/extract_target_validation.py |
| attributes.comparison.protocol_id tgtval-20261009-protocol-debrouwer2026-screen-gene-ranking Context-only references | AssayBench: An Assay-Level Virtual Cell Benchmark for LLMs and Agents Table 3, rows for 'Gemini 3 Pro (Few-shot)', cohort 'LaTest' Version: arXiv:2605.10876 version 1, posted 2026-05-11; not peer reviewed | not individually reviewed No individual claim review recorded independent paper Audit detailsField: Source artifact SHA-256: Hash scope: pdftotext -layout text layer, parsed by extract/extract_target_validation.py |
| attributes.comparison.split Temporal split, post-cutoff cohort Context-only references | AssayBench: An Assay-Level Virtual Cell Benchmark for LLMs and Agents Table 3, rows for 'Gemini 3 Pro (Few-shot)', cohort 'LaTest' Version: arXiv:2605.10876 version 1, posted 2026-05-11; not peer reviewed | not individually reviewed No individual claim review recorded independent paper Audit detailsField: Source artifact SHA-256: Hash scope: pdftotext -layout text layer, parsed by extract/extract_target_validation.py |
attributes.limitations1 values
| AssayBench: An Assay-Level Virtual Cell Benchmark for LLMs and Agents Table 3, rows for 'Gemini 3 Pro (Few-shot)', cohort 'LaTest' Version: arXiv:2605.10876 version 1, posted 2026-05-11; not peer reviewed | not individually reviewed No individual claim review recorded independent paper Audit detailsField: Source artifact SHA-256: Hash scope: pdftotext -layout text layer, parsed by extract/extract_target_validation.py |
Release 2026-10-10-6e93f504adfc · Record review: source checked
Stable ID: tgtval-20261009-eval-debrouwer2026-gemini-3-pro-few-shot-post-cutoff