148 true-positive-count
gupta2025-gp-llama-3-1-8b-schmidt2022-il2 true-positive-count
- Tested configuration
- GP over llama-3-1-8b embeddings (Gupta et al. 2025)
- Protocol
- Independent replication of 1-gene perturbation design: cumulative hits after 5 rounds of 128 genes
- Dataset
- Schmidt et al. 2022 screen, interleukin-2 production in primary human T cells
- Procedure
- tgtval-20261009-protocol-gupta2025-cumulative-hits-round5
- Evaluation
- GP (Llama-3.1-8B backbone) on IL2 (Gupta et al. 2025)
- Coverage
- Not reported scored / Not reported eligible
- Uncertainty
- Not reported by the source
- Evidence
- Independent external evaluation · source checkedLLMs for Bayesian Optimization in Scientific Domains: Are We There Yet? · Table 2, 'Llama-3.1-8B backbone' block, row 'GP', column 'IL2'
A source-checked result verifies the numerical transcription, not every model or protocol detail. Evaluation metadata: source checked. Source checked does not mean independently reproduced.
Reproduction
- Split
- No training split; 5 sequential selection rounds
- Adaptation
- Selection only
- Scoring implementation
- Not reported
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.
Evidence
Source checking verifies the cited claim or transcription. It does not establish independent reproduction.
Evidence table
Inspect claims, sources and review details
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.
1 evidence row matching the loaded filters
| Property and statement | Original source and location | Review and provenance |
|---|---|---|
| Reported result 147.8 Individual claims | LLMs for Bayesian Optimization in Scientific Domains: Are We There Yet? Table 2, 'Llama-3.1-8B backbone' block, row 'GP', column 'IL2' Version: Findings of the Association for Computational Linguistics: EMNLP 2025, pages 15482-15510 | source checked ["source-hash-verification","pdf-text-parse","independent-cell-check"] · 2026-10-09T21:22:54Z independent paper Audit detailsExtracted by deterministic parse of the PDF text layer (pdftotext -layout) of Tables 1 and 2, asserting the column header, the backbone section headings, the row labels and five values per row. Independent review 2026-10-09: value, metric, unit, direction, locator and configuration, protocol and dataset identity match the source. Field: Source artifact SHA-256: Hash scope: pdftotext -layout text layer, parsed by extract/extract_target_validation.py Extraction artifact SHA-256: |
Sources and history
Release 2026-10-10-6e93f504adfc · Record review: source checked
1 source records and release history
- LLMs for Bayesian Optimization in Scientific Domains: Are We There Yet? · Original source · Findings of the Association for Computational Linguistics: EMNLP 2025, pages 15482-15510
Technical metadata and extraction receipts
Stable ID: tgtval-20261009-result-gupta2025-gp-llama-3-1-8b-schmidt2022-il2-hits
- metric
- true-positive-count
- metric qualifier
- cumulative hits after round 5; mean of 5 runs
- metric direction
- higher
- unit
- count
- printed value
- 147.8
- numeric value
- 147.8
- source locator
- Table 2, 'Llama-3.1-8B backbone' block, row 'GP', column 'IL2'
- review
- method: source-hash-verification; pdf-text-parse; independent-cell-check; method note: Re-downloaded the PDF and matched its SHA-256. Converted with pdftotext -layout and parsed Tables 1 and 2 with a separate script written for this review, asserting the column header, the ground-truth row (identical in both tables), the backbone blocks and that Table 2's BDA rows equal Table 1's. Checked printed and numeric value, metric, unit, direction, locator, denominator, and the linked configuration, protocol and dataset.; reviewer: claude; reviewer note: Separate Claude review agent, independent of the extractor; no human review claimed; reviewed at: 2026-10-09T21:22:54Z; artifact sha256: 7dda0b590f2736b7d30e48b97167a0868a2b4bde253589d8aff7929d01506ff9; retrieval url: https://aclanthology.org/2025.findings-emnlp.838.pdf; note: Extracted by deterministic parse of the PDF text layer (pdftotext -layout) of Tables 1 and 2, asserting the column header, the backbone section headings, the row labels and five values per row. Independent review 2026-10-09: value, metric, unit, direction, locator and configuration, protocol and dataset identity match the source.
- missing metadata
- uncertainty: reason: unreported
- denominator
- 654
- denominator note
- Printed ground-truth hit count for this screen: 654
- source anomaly
- Table 2 prints identical GP values for the Llama-3.1-8B and Qwen-2-7B blocks (147.8, 23, 22.2, 27.6, 30), although the embeddings differ between backbones.