Feng ipaQTL discrimination short-window scored population; Feng et al. 2025.
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7 evaluations · 14 results. Different protocols are not a single leaderboard.
Applied filters: All linked evaluations
| Tested configuration | Protocol and dataset | Finding | Evidence and details |
|---|---|---|---|
| Configuration: Caduceus-Ph (ipaQTL discrimination) | Protocol: Feng ipaQTL discrimination Dataset: Feng ipaQTL discrimination short-window dataset | 0.568 ipaQTL AUC AUC · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceCaduceus-Ph ipaQTL discrimination evaluation Table 6, ipaQTL column, frozen embeddings + random forest classifier Aggregation: Not reported Benchmarking DNA foundation models for genomic and genetic tasks · Table 6, AUC block, Caduceus-Ph row, ipaQTL column (deterministic XML extraction; rowspans resolved per data/omics/amp-coverage-20261007/feng/review-notes.md). |
| Configuration: Caduceus-Ph (ipaQTL discrimination) | Protocol: Feng ipaQTL discrimination Dataset: Feng ipaQTL discrimination short-window dataset | 0.232 ipaQTL Cohen’s d Cohen's d · unknown Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceCaduceus-Ph ipaQTL discrimination evaluation Table 6, ipaQTL column, frozen embeddings + random forest classifier Aggregation: Not reported Benchmarking DNA foundation models for genomic and genetic tasks · Table 6, Cohen’s d block, Caduceus-Ph row, ipaQTL column (deterministic XML extraction; rowspans resolved per data/omics/amp-coverage-20261007/feng/review-notes.md). Signed effect size; no universal desirable sign/direction is stated by the source. |
| Configuration: DNABERT-2 (ipaQTL discrimination) | Protocol: Feng ipaQTL discrimination Dataset: Feng ipaQTL discrimination short-window dataset | 0.469 ipaQTL AUC AUC · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceDNABERT-2 ipaQTL discrimination evaluation Table 6, ipaQTL column, frozen embeddings + random forest classifier Aggregation: Not reported Benchmarking DNA foundation models for genomic and genetic tasks · Table 6, AUC block, DNABERT-2 row, ipaQTL column (deterministic XML extraction; rowspans resolved per data/omics/amp-coverage-20261007/feng/review-notes.md). |
| Configuration: DNABERT-2 (ipaQTL discrimination) | Protocol: Feng ipaQTL discrimination Dataset: Feng ipaQTL discrimination short-window dataset | −0.0756 ipaQTL Cohen’s d Cohen's d · unknown Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceDNABERT-2 ipaQTL discrimination evaluation Table 6, ipaQTL column, frozen embeddings + random forest classifier Aggregation: Not reported Benchmarking DNA foundation models for genomic and genetic tasks · Table 6, Cohen’s d block, DNABERT-2 row, ipaQTL column (deterministic XML extraction; rowspans resolved per data/omics/amp-coverage-20261007/feng/review-notes.md). Signed effect size; no universal desirable sign/direction is stated by the source. |
| Configuration: GROVER (ipaQTL discrimination) | Protocol: Feng ipaQTL discrimination Dataset: Feng ipaQTL discrimination short-window dataset | 0.476 ipaQTL AUC AUC · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceGROVER ipaQTL discrimination evaluation Table 6, ipaQTL column, frozen embeddings + random forest classifier Aggregation: Not reported Benchmarking DNA foundation models for genomic and genetic tasks · Table 6, AUC block, GROVER row, ipaQTL column (deterministic XML extraction; rowspans resolved per data/omics/amp-coverage-20261007/feng/review-notes.md). |
| Configuration: GROVER (ipaQTL discrimination) | Protocol: Feng ipaQTL discrimination Dataset: Feng ipaQTL discrimination short-window dataset | −0.072 ipaQTL Cohen’s d Cohen's d · unknown Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceGROVER ipaQTL discrimination evaluation Table 6, ipaQTL column, frozen embeddings + random forest classifier Aggregation: Not reported Benchmarking DNA foundation models for genomic and genetic tasks · Table 6, Cohen’s d block, GROVER row, ipaQTL column (deterministic XML extraction; rowspans resolved per data/omics/amp-coverage-20261007/feng/review-notes.md). Signed effect size; no universal desirable sign/direction is stated by the source. |
| Configuration: HyenaDNA (ipaQTL discrimination) | Protocol: Feng ipaQTL discrimination Dataset: Feng ipaQTL discrimination short-window dataset | 0.448 ipaQTL AUC AUC · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceHyenaDNA ipaQTL discrimination evaluation Table 6, ipaQTL column, frozen embeddings + random forest classifier Aggregation: Not reported Benchmarking DNA foundation models for genomic and genetic tasks · Table 6, AUC block, HyenaDNA row, ipaQTL column (deterministic XML extraction; rowspans resolved per data/omics/amp-coverage-20261007/feng/review-notes.md). |
| Configuration: HyenaDNA (ipaQTL discrimination) | Protocol: Feng ipaQTL discrimination Dataset: Feng ipaQTL discrimination short-window dataset | −0.2048 ipaQTL Cohen’s d Cohen's d · unknown Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceHyenaDNA ipaQTL discrimination evaluation Table 6, ipaQTL column, frozen embeddings + random forest classifier Aggregation: Not reported Benchmarking DNA foundation models for genomic and genetic tasks · Table 6, Cohen’s d block, HyenaDNA row, ipaQTL column (deterministic XML extraction; rowspans resolved per data/omics/amp-coverage-20261007/feng/review-notes.md). Signed effect size; no universal desirable sign/direction is stated by the source. |
| Configuration: NT-v2 (ipaQTL discrimination) | Protocol: Feng ipaQTL discrimination Dataset: Feng ipaQTL discrimination short-window dataset | 0.602 ipaQTL AUC AUC · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceNT-v2 ipaQTL discrimination evaluation Table 6, ipaQTL column, frozen embeddings + random forest classifier Aggregation: Not reported Benchmarking DNA foundation models for genomic and genetic tasks · Table 6, AUC block, NT-v2 row, ipaQTL column (deterministic XML extraction; rowspans resolved per data/omics/amp-coverage-20261007/feng/review-notes.md). |
| Configuration: NT-v2 (ipaQTL discrimination) | Protocol: Feng ipaQTL discrimination Dataset: Feng ipaQTL discrimination short-window dataset | 0.384 ipaQTL Cohen’s d Cohen's d · unknown Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceNT-v2 ipaQTL discrimination evaluation Table 6, ipaQTL column, frozen embeddings + random forest classifier Aggregation: Not reported Benchmarking DNA foundation models for genomic and genetic tasks · Table 6, Cohen’s d block, NT-v2 row, ipaQTL column (deterministic XML extraction; rowspans resolved per data/omics/amp-coverage-20261007/feng/review-notes.md). Signed effect size; no universal desirable sign/direction is stated by the source. |
| Configuration: Sei, hidden states* (ipaQTL discrimination) | Protocol: Feng ipaQTL discrimination Dataset: Feng ipaQTL discrimination short-window dataset | 0.607 ipaQTL AUC AUC · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceSei, hidden states* ipaQTL discrimination evaluation Table 6, ipaQTL column, frozen embeddings + random forest classifier Aggregation: Not reported Benchmarking DNA foundation models for genomic and genetic tasks · Table 6, AUC block, Sei, hidden states* row, ipaQTL column (deterministic XML extraction; rowspans resolved per data/omics/amp-coverage-20261007/feng/review-notes.md). |
| Configuration: Sei, hidden states* (ipaQTL discrimination) | Protocol: Feng ipaQTL discrimination Dataset: Feng ipaQTL discrimination short-window dataset | 0.413 ipaQTL Cohen’s d Cohen's d · unknown Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceSei, hidden states* ipaQTL discrimination evaluation Table 6, ipaQTL column, frozen embeddings + random forest classifier Aggregation: Not reported Benchmarking DNA foundation models for genomic and genetic tasks · Table 6, Cohen’s d block, Sei, hidden states* row, ipaQTL column (deterministic XML extraction; rowspans resolved per data/omics/amp-coverage-20261007/feng/review-notes.md). Signed effect size; no universal desirable sign/direction is stated by the source. |
| Configuration: Sei, output tracks* (ipaQTL discrimination) | Protocol: Feng ipaQTL discrimination Dataset: Feng ipaQTL discrimination short-window dataset | 0.606 ipaQTL AUC AUC · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceSei, output tracks* ipaQTL discrimination evaluation Table 6, ipaQTL column, frozen embeddings + random forest classifier Aggregation: Not reported Benchmarking DNA foundation models for genomic and genetic tasks · Table 6, AUC block, Sei, output tracks* row, ipaQTL column (deterministic XML extraction; rowspans resolved per data/omics/amp-coverage-20261007/feng/review-notes.md). |
| Configuration: Sei, output tracks* (ipaQTL discrimination) | Protocol: Feng ipaQTL discrimination Dataset: Feng ipaQTL discrimination short-window dataset | 0.423 ipaQTL Cohen’s d Cohen's d · unknown Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceSei, output tracks* ipaQTL discrimination evaluation Table 6, ipaQTL column, frozen embeddings + random forest classifier Aggregation: Not reported Benchmarking DNA foundation models for genomic and genetic tasks · Table 6, Cohen’s d block, Sei, output tracks* row, ipaQTL column (deterministic XML extraction; rowspans resolved per data/omics/amp-coverage-20261007/feng/review-notes.md). Signed effect size; no universal desirable sign/direction is stated by the source. |
Source checking is not independent reproduction. Release 2026-10-07-1448159e6a81.
A dataset supplies biological observations. The evaluation protocol defines how those observations are split, used and scored.
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5 evidence rows matching the loaded filters
| Property and statement | Original source and location | Review and provenance |
|---|---|---|
| attributes.population Borzoi-derived GTEx v8 whole-blood putative causal variants paired with matched noncausal variants by distance to functional site/gene expression. ipaQTL pre-window-filter positive count: 116 (not an established per-model scored denominator; post-filter counts are unreported, recorded as null, not zero; this is a different population from the Table 5 pathogenic/common SNP short/long counts, never copied here). Short generated/chromosome-boundary-filtered window: 6,000 bp. Context-only references | Benchmarking DNA foundation models for genomic and genetic tasks No field-specific location recorded Version: PMC12663285.1 | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| attributes.split Three disjoint outer chromosome test groups (3/6/9/12/16/18/19/21; 2/5/11/14/17/20/22/X; 1/4/7/8/10/13/15), each held out in turn with fourfold inner-chromosome cross-validation for hyperparameter tuning. Context-only references | Benchmarking DNA foundation models for genomic and genetic tasks No field-specific location recorded Version: PMC12663285.1 | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| attributes.version Not reported Context-only references | Benchmarking DNA foundation models for genomic and genetic tasks No field-specific location recorded Version: PMC12663285.1 | missing or unspecified No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| description Feng ipaQTL discrimination short-window scored population; Feng et al. 2025. Context-only references | Benchmarking DNA foundation models for genomic and genetic tasks No field-specific location recorded Version: PMC12663285.1 | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| name Feng ipaQTL discrimination short-window dataset Context-only references | Benchmarking DNA foundation models for genomic and genetic tasks No field-specific location recorded Version: PMC12663285.1 | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
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Release 2026-10-07-1448159e6a81 · Record review: source checked
Stable ID: amp-feng-20261007-dataset-qtl-ipaqtl-short