Published comparison; transcribed, not reproduced.
These checks assess whether the evidence supports a reproducible investigation. A source-checked score alone does not meet these requirements.
Release 2026-10-10-6e93f504adfc · Evidence verified: Not verified
Exact outcomes, predictions, identifiers and evaluator are connected.
Missing or unresolved evidence
Verified: Not verified
Replay evidence includes annotations and an assessment of dependence. Unknown independence permits descriptive analysis only.
Missing or unresolved evidence
Verified: Not verified
A pinned recipe describes the inputs, environment and resource requirements.
Missing or unresolved evidence
Verified: Not verified
Separate data and exposure records support an independent test.
Missing or unresolved evidence
Verified: Not verified
Readiness describes the evidence in this release. Availability on your computer is checked separately when an investigation runs. Existing data exposure can prevent independent validation even when files are available.
No verified artifact manifest is connected to this record yet. The gaps above identify what is needed before analysis can begin.
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 test cohort of human CRISPR screens | 0.154 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 test 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 'test', column 'AnDCG@100' |
| Configuration: Gemini 3 Pro (Few-shot) (AssayBench) | Protocol: AssayBench: rank 100 candidate genes for a described CRISPR screen Dataset: AssayBench test cohort of human CRISPR screens | 0.0213 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 test 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 'test', column 'dFDR@100' |
| Configuration: Gemini 3 Pro (Few-shot) (AssayBench) | Protocol: AssayBench: rank 100 candidate genes for a described CRISPR screen Dataset: AssayBench test cohort of human CRISPR screens | 0.213 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 test 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 'test', column 'Precision@100' |
Source checking is not independent reproduction. Release 2026-10-10-6e93f504adfc.
tgtval-20261009-protocol-debrouwer2026-screen-gene-ranking
Metadata review: source checked. 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.
Reproducing this published result requires matching its model configuration, data, split and scorer. Source checking or a successful smoke test does not establish score reproduction.
Source checking verifies the cited claim or transcription. It does not establish independent reproduction.
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.
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 'test' 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 'test' 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 'test' 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 'test' 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 'test' 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 'test' 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 334 benchmark entries from screens published after 2021 Context-only references | AssayBench: An Assay-Level Virtual Cell Benchmark for LLMs and Agents Table 3, rows for 'Gemini 3 Pro (Few-shot)', cohort 'test' 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 'test' 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, test 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 'test' 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 'test' 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-test