rewirebio.iobenchmarks
Evidence and investigation

Contested results

Where one study disagrees with what other studies report for the same models, and what we are doing to resolve each case.

These are automatic leads, not findings of error. Each release, a check compares how every study ranks the models it shares with other studies. It flags a study that reverses the order the others agree on, or whose gap to a shared reference model lies well outside theirs. Different tasks, populations or metrics often explain a flag.

A flag never hides a result. Flagged results stay in every table, page and download, marked Contested. A result is withheld only when a reviewer marks it disputed.

How the check works, and how each follow-up is recorded: discrepancies between studies.

In this release

  • 121open
  • 5settled
  • 7resolved
  • 1medium severity
  • 132low severity

Release 2026-11-02-a7f03c9e55a5 · 133 findings in all · rules version 4

Findings

Status: All · Open · Settled · Resolved

Severity: All · Medium · Low

State: All · Not yet reviewed · Under investigation · Explained · Confirmed error · Not a real disagreement

Showing findings that compare GPN-MSA. All models

1 finding matches, most severe first.

GPN-MSA and phyloP: TraitGym official metrics: AUPRC by chromosome, weighted average (Hugging Face dataset songlab/TraitGym) reverses the order

  • Low severity
  • Not yet reviewed
  • Ordering reversal
  • unknown

TraitGym official metrics: AUPRC by chromosome, weighted average (Hugging Face dataset songlab/TraitGym) ranks phyloP above GPN-MSA in 2 of 2 comparisons; 2 of 2 other studies rank GPN-MSA above phyloP.

3 papers rank GPN-MSA above phyloP in 59 of their 67 comparisons and phyloP higher in 2; 6 are ties. TraitGym official metrics ranks phyloP above GPN-MSA in all 2 of its comparisons.

Comparisons in which each paper scores GPN-MSA or phyloP higher3 other papers: GPN-MSA higher in 59, phyloP higher in 2, 6 ties. TraitGym official metrics (disagrees): GPN-MSA higher in 0, phyloP higher in 2, 0 ties.3 other papers59 GPN-MSA higher596 tie2 phyloP higherDisagrees: TraitGym official metricsTraitGym official metrics: AUPRC by chromosome, weighted average (Hugging Face dataset songlab/TraitGym)2 phyloP higher2
GPN-MSA higherTiephyloP higher
Compared
GPN-MSA, phyloP

Not reviewed yet.