# Building a continuous benchmarking ecosystem in bioinformatics

**Authors:** Izaskun Mallona, Charlotte Soneson, Ben Carrillo, Almut Lütge, Daniel Incicau, Reto Gerber, Anthony Sonrel, Mark D. Robinson

PMC · DOI: 10.1371/journal.pcbi.1013658 · 2025-11-13

## TL;DR

This paper outlines a vision for a unified platform to streamline and standardize benchmarking in bioinformatics.

## Contribution

It proposes a wish list for a computational platform to orchestrate reproducible and standardized benchmark studies.

## Key findings

- A computational platform could unify benchmarking by managing software environments and workflows.
- Standardized definitions and interfaces are needed for reproducible benchmarking.
- The paper highlights the importance of integrating benchmarking with computing infrastructure.

## Abstract

Benchmarking, which involves collecting reference datasets and demonstrating method performance, is a requirement for the development of new computational tools, but also becomes a domain of its own to achieve neutral comparisons of methods. Although a lot has been written about how to design and conduct benchmark studies, this Perspective sheds light on a wish list for a computational platform to orchestrate benchmark studies. We discuss various ideas for organizing reproducible software environments, formally defining benchmarks, orchestrating standardized workflows, and how they interface with computing infrastructure.

## Full-text entities

- **Diseases:** OS (MESH:C567932)
- **Chemicals:** CO2 (MESH:D002245)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Figures

4 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12614554/full.md

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Source: https://tomesphere.com/paper/PMC12614554