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 Evo 2. All models

1 finding matches, most severe first.

Evo 2 and Caduceus: GUANinE v1.1 reveals complementarity of supervised and genomic language models and GFMBench-API: A Standardized Interface for Benchmarking Genomic Foundation Models disagree

  • Low severity
  • Not yet reviewed
  • two-study-conflict
  • different-task

GUANinE v1.1 reveals complementarity of supervised and genomic language models ranks Caduceus above Evo 2 in 4 of 4 comparisons; GFMBench-API: A Standardized Interface for Benchmarking Genomic Foundation Models ranks Evo 2 above Caduceus in 35 of 46 comparisons. No other study gives a verdict, so neither is the outlier.

3 papers rank Evo 2 above Caduceus in 36 of their 58 comparisons and Caduceus higher in 15; 7 are ties. Of those papers, GUANinE v1.1 reveals complementarity… ranks Caduceus higher on its own (4 of 6).

Comparisons in which each paper scores Evo 2 or Caduceus higher3 other papers: Evo 2 higher in 36, Caduceus higher in 15, 7 ties.3 other papers36 Evo 2 higher367 tie715 Caduceus higher15
Evo 2 higherTieCaduceus higher
Compared
Evo 2, Caduceus

Not reviewed yet.