Clinical Eval

Benchmark dossiers / independent analysis

The benchmark behind the number.

Inspect what each benchmark asks, how its score is produced, and which conclusions its design can support. These are original analyses by Arcophos of the benchmark authors’ work. Any reproduced measurements are labeled with their published source and version.

Dossier01

Final npj Digital Medicine article, 2025

MedS-Bench ↗

Clinical tasks need different output contracts and different metrics.

UnitTask-specific evaluation exampleMeasureTask-specific accuracy, F1, BLEU and ROUGE
What we contribute. Source reconciliation, task and metric interpretation, and tools that make assumptions inspectable. We do not claim to have created these benchmarks or run the reported models.