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

  • 220open
  • 0settled
  • 1resolved
  • 1high severity
  • 12medium severity
  • 208low severity

Release 2026-10-23-5347695500ed · 221 findings in all · rules version 3

Findings

Status: All · Open · Settled · Resolved

Severity: All · High · Medium · Low

State: All · Not yet reviewed · Confirmed error

Showing findings that compare Kraken2. All models

1 finding matches, most severe first.

Kraken2 and sourmash: Taxonomic classification of DNA sequences beyond sequence similarity using deep neural networks (PNAS PDF) reverses the order

  • Low severity
  • Not yet reviewed
  • Ordering reversal
  • Different tasks across studies

Taxonomic classification of DNA sequences beyond sequence similarity using deep neural networks (PNAS PDF) ranks Kraken2 above sourmash in 7 of 9 comparisons; other studies rank sourmash above Kraken2 in 24 of 29.

Evaluation of taxonomic classification… ranks sourmash above Kraken2 in 24 of its 48 comparisons and Kraken2 higher in 5; 19 are ties. Taxonomic classification of DNA… ranks Kraken2 above sourmash in 7 of its 11 comparisons and sourmash higher in 2; 2 are ties.

Comparisons in which each paper scores sourmash or Kraken2 higherEvaluation of taxonomic classification…: sourmash higher in 24, Kraken2 higher in 5, 19 ties. Taxonomic classification of DNA… (disagrees): sourmash higher in 2, Kraken2 higher in 7, 2 ties.Evaluation of taxonomic classification…24 sourmash higher2419 tie195 Kraken2 higher5Disagrees: Taxonomic classification of DNA…Taxonomic classification of DNA sequences beyond sequence similarity using deep neural networks (PNAS PDF)2 sourmash higher22 tie27 Kraken2 higher7
sourmash higherTieKraken2 higher
Compared
Kraken2, sourmash

Not reviewed yet.